{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# *eht-imaging* tutorial #2\n",
    "## (originally developed by Antonio Fuentes for the ngEHT Winter 2021 meeting)\n",
    "\n",
    "---\n",
    "\n",
    "`eht-imaging` is a Python software for radio interferometric simulation, calibration, analysis, and imaging. Code and documentation can be found on [GitHub](https://github.com/achael/eht-imaging)\n",
    "\n",
    "This notebook is a simplified version of the imaging process employed by the `eht-imaging` script from the *First M87 EHT Results: Imaging Pipelines* public repository that can be found on [GitHub](https://github.com/eventhorizontelescope/2019-D01-02).\n",
    "\n",
    "[These slides](https://docs.google.com/presentation/d/1A0y9omYI2ueSUa6_t5reylBhw6eiLwjqDzw-HUOk8Ac/edit?usp=sharing) walk through the main steps of the tutorial\n",
    "\n",
    "## Prerequisites\n",
    "Running this notebook requires that `eht-imaging` and its dependencies are installed (see README on [GitHub](https://github.com/achael/eht-imaging)). If you do not have `nfft` installed, you can set `ttype=fast` in the following."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import necessary modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Welcome to eht-imaging! v 1.2.9 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import ehtim as eh\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Fourier transform type - change this to 'direct' if 'nfft' is not installed!!!\n",
    "ttype = 'nfft'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define paths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "inpath  = '../data'\n",
    "outpath = './tutorial_results/ehtim_tutorial2'\n",
    "inobs   = os.path.join(inpath, 'tutorial2_data.uvfits')\n",
    "\n",
    "# Make output directories\n",
    "if not os.path.exists(os.path.dirname(outpath)):\n",
    "    os.makedirs(os.path.dirname(outpath))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imaging parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "prior_fwhm  = 100.*eh.RADPERUAS  # Gaussian prior FWHM (radians)\n",
    "sys_noise   = 0.01               # fractional systematic noise\n",
    "                                 # added to complex visibilities\n",
    "\n",
    "reg_term  = {'simple' : 0,       # Maximum-Entropy\n",
    "             'tv'     : 1,       # Total Variation\n",
    "             'tv2'    : 0,       # Total Squared Variation\n",
    "             'l1'     : 1.,      # L1 sparsity prior\n",
    "             'flux'   : 0.}      # compact flux constraint\n",
    "\n",
    "data_term = {'amp'    : 1.,      # visibility amplitudes\n",
    "             'cphase' : 1.,      # closure phases\n",
    "             'logcamp': 1.}      # log closure amplitudes\n",
    "\n",
    "npix      = 100                  # Number of pixels across the reconstructed image\n",
    "fov       = 700*eh.RADPERUAS     # Field of view of the reconstructed image\n",
    "maxit     = 350                  # Maximum number of convergence iterations for imaging\n",
    "niter     = 4                    # Number of imaging iterations\n",
    "stop      = 1e-6                 # Imager stopping criterion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Helper function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Repeat imaging with blurring to assure good convergence\n",
    "def converge(imgr, major=niter, blur_frac=1.0):\n",
    "    for repeat in range(major):\n",
    "        init = imgr.out_last().blur_circ(blur_frac*res)\n",
    "        imgr.init_next = init\n",
    "        imgr.make_image_I(show_updates=False)\n",
    "        imgr.out_last().display(scale='log')\n",
    "    return imgr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading uvfits:  ../data/tutorial2_data.uvfits\n",
      "no IF in uvfits header!\n",
      "POLREP_UVFITS: circ\n",
      "Number of uvfits Correlation Products: 4\n",
      "No NX table in uvfits!\n"
     ]
    }
   ],
   "source": [
    "# Load the uvfits file\n",
    "obs = eh.obsdata.load_uvfits(inobs)\n",
    "obs.mjd = 60415 # observation file has mjd=0\n",
    "\n",
    "# Scan-average the data\n",
    "# Identify the scans (times of continous observation) in the data\n",
    "obs.add_scans()\n",
    "\n",
    "# Coherently average the scans, which can be averaged due to ad-hoc phasing\n",
    "obs = obs.avg_coherent(0., scan_avg=True)\n",
    "\n",
    "# Estimate the total flux density from the ALMA(AA) -- APEX(AP) zero baseline\n",
    "zbl = np.median(obs.unpack_bl('AA','AP','amp')['amp'])\n",
    "\n",
    "# Flag out sites in the obs.tarr table with no measurements\n",
    "allsites = set(obs.unpack(['t1'])['t1'])|set(obs.unpack(['t2'])['t2'])\n",
    "obs.tarr = obs.tarr[[o in allsites for o in obs.tarr['site']]]\n",
    "obs = eh.obsdata.Obsdata(obs.ra, obs.dec, obs.rf, obs.bw, obs.data, obs.tarr,\n",
    "                         source=obs.source, mjd=obs.mjd,\n",
    "                         ampcal=obs.ampcal, phasecal=obs.phasecal)\n",
    "\n",
    "obs_orig = obs.copy() # save obs before any further modifications\n",
    "\n",
    "# Order the stations by SNR.\n",
    "# This will create a minimal set of closure quantities\n",
    "# with the highest snr and smallest covariance.\n",
    "obs.reorder_tarr_snr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data inspection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/7Ohoe5Zp4jxMaoz+8vYxzTx3xP/1X1ELh97IblCGgTW4lvNzz2Zkt7e3bN7Mz/fUFnSdt05OXanFVarbddwLWtQ6sDrFz1OWz4CeyzMNroxNIkeDEXRfqy9dHMuJ8JtXSg06LyzHm5DGZonHSISM/goYkkU1UVcjcRb9FR5zx8mKYvLBzVx+Sk2kkKidIH2pnZA6UIIIwWQShlS8uVOKL1uQvtqJ2m442MzeobUBB4Dc+GvAmy74HUloiGn5LHoT8NoR0Ek/waPJubVyg8TkXL+4/59JMGbGxP7YiSV7k/KdNrE7Dh8nQBxFZdWm9IEhKi14FPu7Crv2vAkioM6fKnmuQCr91Z0Cp40RVdqK9X4Cwaoh8NOXRUjEY76B/eld0mcz++3pdSnFba5bDE/tkgE9LH1JFB092Y9JApssQTM0Ltcxl9HI9+vR7ZKF4O4PFu9zsRM5rtoEv1nvfwcSWtrcdyAVJ0AcJeWtk0WPno8a6Mr5EsORL2bgSX3vTO7dl/29yYBnlb0Zi5UupfjFvzReUBeCF/txTjX8/srSXK8Y2LaELQczG+VtlOc1kM/qsjsRva83WZpB3QiSlq5wu5rDJ1buDjjeXCydJ6sAo676wgXw6XPz+5EvWwDX12UOTcud3M4SCxxWEZO2Ck//XYqZpy88wO7n2v3w94M0YUJT12hufgJ+vAbW7oMHIoLL54yTOJqPLZDvQVzJ37+ZVdz+tHTBD18U1WmxuX5x6nfZpKVx+LgViKOo1NXAyqX9Nz5/8QLJ4BpljM8d4/MTjm0kBd9rakQlrN4D00an20eKZUzd1mZvpfZxQ1ROhhITVhu+vVtSuw+NQ+Pec8iwKABkVvrtv5HXbcckyaVdS+WJHcWLpXl0u+RHy9fAngvF+i6/mXECxJGVfAfPYtVysDPW2u7AJtNurihkNXH6KTIYdvVATxKGxGDUEKgaCv/5oujaDx7t0yQBsK8TPni3fz0T+1AMITJ7nL0CSRV0Z04Ke0dpCIvRMTEZxxNB4Z19RaeRIM2Ht4UHDF6z0LM9aVnh1U+Hx18Ld7zIBWNg//V6yQRcTI8pV5ckM06AOCJZsT49Uhny/3FGucPm4iYb/AEvnSdeWpl006eOhKPHPZ17bzdDhg7jjeOpxlmAo8DhbqAjc/+DwuqhpsKewY/XSIEmDYwZKn+Hxo2e3xcgQ+OiMvnwPbCnQ/bMn1gcr6Owfpn0HlEp3bMxcYTcz7Y233Pp/s1+oGSyFz79PxKrk/Tct79Wn1p29/rF8ny2tcFrhwsXJr1J+NKT8npyYadw5IETII5QVqxPDTAzZBs8w3JbBfMPZWrPhDn3xpbw/XEFs8ZKanF//BkqkqIf2B5Z4Lv55soND6cbmvekCS1/Zt+dSM+dtadDZun3fKi4QsRO7xHT6TVRerLpq4CWo3CkO1rYaKDZTkSUkESMa5ol5mPVJnHt/lM/ViE2SS1utzfPHp1TgkhH4TgB4gjl31aHt4cNnlG5rYynTrDsal1NdHsUjc3w4Xsz684T2lYJGQo3xSvg3MniCLC5tTAbyO3P5OqllL2fpXAlDab3sGN0QK63coNcOyppO8jnkmm/TUylCshjvXDrU8URHoaEljT91xTvlI4QnABxhNIV8NmPKfjGEhk8G5slvqLK83wJU4EYoRAcoMzAFNUexfI1xU1iOGEEDIvDlCpo74Hd7bKCGTlE1DE9CThlOMzxMqHUThCVy4YWuf9cB/GHQxIahpPZ2F8qwqogBvcvnedPEG55MkmCODEllQh3HPGKdAWiyiFcmJwxQTIB7AvE+mRy17UZXgFTq4KrTEe5cALEEcols1NnzrWnyCBqVE89vTN54D4ZXMJUIEYoRA1Q2QauIFFqq+ykD8wKGDdUyrDOHAc/ecmf/R7u9tVLTW3wl71imAVfgK1YD9fViadYNi6dk54OfsIImDRChNT44dKf11u7mDphFAo4+Ibfvv2wqIigdK6ktp0pTAX54zUS3PmR+XDT7HV0T1pEe7ckrrxolgRt5maAh1cz1nbJzhu9YavMcC4Yvx+Y0r8LOjLiBIgjlO9fKjPF1XtkINhyUASHERhJFMe9WWOUCsQWFmECIlcPl8bmMJtB4WhkEMp1IAqufDQiFKaP8dVZJodXa5fsnzhS6qZ39EiE/O52Wdm873R/wDVG5DMnQuOrB6h7y6i0RIsbWvz67xNHiipt1Sb/fcXMVhu0S91yIXy1wY/QX7sfLptwCr1Jv5bJ07vgPbMkOv2qs2XFdekcmYDY6q+B5vo6mNPb3ndfzhW3NDgBMogpRexBLpjB0AgPkz4CS2AkepNoYlQNyW8lUQjL+5X/snRqodufgZ+9LKuFl/ZlV7F19GQqTpU9Yj7MxhCjeLm6gnaph5p84WH4n9Zp6MAq4hEvrYg51txja1f+wqMi5mfgPadaJg6Hj0HX8dzPMbVKVocNDa6IVKlxAmSQ0dQ1mo0vSryCXdcCSi9EjOCwk8nZaCR/lFTpUyS1PxP/9Lml61ehubGKyagh0BmwC7X3yD9yXMlkJrf4iiBJJINsf3J1mYnKGROtdCMamjvSPdCiCAqaHzem9/fUkfL9CVv5mVool86We5k2Bt7/Frjlqdw8wWx2d8g9TcYVkSo1ToAMAswSu70bftJ0DrqJtPGkkNiDfPtw5arwH2ufP78nMOaOG9i+FZobSyiOcfrimbnnfBpoNPLdKQTbXdsuEJXEH+iHxESwvG0KrH493Ihuvh92n4Ls70o3ntvHv3Wy/4z3dYWXAQ7Dj6Xxuetl+PI0V0Sq1JRVgCilLgY+gJSo1Vrr2wL7rwKuB0yduJ9prX/l7fsHYCGiWNmmtf7xQPW7mKQP3N5gF/gFnjGxtP1YtSl6ppdNC5FvXEQ+rFgP/x7hUpwb/RcelV7hoytqSylE+ifoXi3QySCs7G2QHitL8chYglFD4nx4vqiJbBduYy8xdT2CKWiyfY9eyWOScMYEWFjjD/in/wd0W6ugw55AdUWkSkvZBIhSagSwHJivte5WSq1SSl2ktX48cOiVWusdgfdOBf4VWKi11kqpF5VST2itI1K7DU4am+HzjwUHbhlE4l5hHfObuGutGCZL9aVuyUNNdPVC2LJ5C9vitSWxz5gI+J1H/MGrcPq/AjmeFI+spqKoqnKLl1DAKSMktUouZoRChfh756SuPLLRlayk65isRFfvhq++S9prJ8D/rvdVYXethQwFCkOZMTa6prrNFbXi5GG44eFU4QEwdqj/OuisYQRKsIiUSYmyogQpUd6slK0ioVLqIuBmrfVF3vaNwFSt9Y3WMVcBZwL7gBHAf2qtDymlPgm8XWv9Se+4HwBNWusfhFznWuBagOrq6rqVKwdHmtOmrtHc3nQ2vX0Jkf1hRQFzRxxm69Gx6L7BT/PBU1/j8uo8fu158IvX5/LkoclWP1KHubeP2Ud7Yiij4920J4ayYNjrXDqlSCOqxd17ZvJg67RAq/8Mwodfuy3Yf/u9+RA8Jzluh10//a/9f9gxMZJ84NQdzBt1mP85cBo73xjJ8WQwebZiZMVx3jNhD/UT8ktH29Baw4tHJnLuGFm6PNI6BbRixvD2vs95Y+c4jiSGBt6Zeu+KJIoYMaRecVIrFJokyrq/KFL3x9EkUGnt4ccmmT6sg2PJSvb2jEg75h+nbGHxsK2MGjUq43No6hrNM4eq+fOhU9N+izE0X5qzljkj2zOeo790dnZm7We5WbJkyaCrSDiJ1CxE7V6bzVPAg1rrFqXU3wL3ABfl+F4AtNZ3AneClLQdLKUjN74IvWnqA/niahTbj40jHvM9e4bEFcsunEVdTZHzYXs8/ww8ecjuh/+3agicNaeG6WN8ffmGznGcdZYq6gytsRkeXJfpCBX4G7YveJwZmAtZhQTfk+u26hMQwb9SXEuO603iDbipokU8q2Le502WaOqhQK33LzdWrIefe895Q+d4rqiFvXtke2/PSG5/t7x+zkpl4xvTU5+nJu7N3uN9tT5iKOJ93lSKD50hLsd2IS/fG81/hhpleWEpzqmGvR1iFA8emyDO9mNjQ+5OcUUt3HppLQ0NzVlLxdYjzze9lLKIxu3DF3FN5lP0mxOhpG0U5RQgB4Aqa3u019aH1vo1a/MJ4A9Kqbh33JzAe3OO+R0MRBs95UeSSKYun0utk308Q3JC435aNSS1vdjG8zueid43qhLGDrMHk8FFXMGnFvkxHsF4DvuvnSrdtLXs3MLE6bUpx5Tq8w7aPRp2pO9vDjznXDWJCnErvnS21Au5dE5qwKUZqMMYUhHuFRVM6pmJoHorV8y1frM+85rJkUo5BcjzwHSl1FCtdTfwDuBHSqnxQK/Wul0pdTvwFa11LzAX2KG1TiilHgE+o5RSWnRw5wP/Ua4byZfGZrj/r1F7ZYZXGR84Q96K9eJNk41gSdJiG893RWgKKrw0GYNVeBhGD83Pndn+bBu6mqk/N/dVRH8I2j2CtodNrX70ezrhKzl70LW9qZY3wt0b4cLpkibGuIgHOada7Clh33dTkz0sKaVh7jixzRU6oWlshu+tTr2PuHJFpLJRNgGitT6qlPon4AdKqRbgFa3140qpbwOHgDsQ28f/VUq9BiwA/sF7726l1HeBf1dKJYCfnigG9BXrxXUwU9DZJbNKk7o7rC+5zuwMCon7WDJqC8sWFHfAu6I2PNCuV0NvvhbZASSmcsvnVUrsoFPI/Hr88NT3Bg3X0cIDzARnVCV0RgT3vRQIiDx0LLP3WkUsWngYVqyHjSFFtobH5b39ERwm9qk34SvoTJEx54mVmbK68WqtHwMeC7R93nr9/Qzv/W/gv0vXu+LT2JxZeLx1MrxnxMtcc9mikvcl02wuChPs9W/vgY7NzeSjd8+FL14gqS8OR6r3cifel9yvOHEgmbjgNPjseeUbbKJiOaJeF8rUKjh89DgXzxnCJ86WDAH7uyRFi33+YCLOTEwfA//+nvRnZwTi+OEiOKImOYUIj2D2aOOFBWLruWBaeT/PEwkXSDiArN4tto0oxg6j5B4fID/OKOFRVQkdETNLjUShb26FX287i72nFN/N8aZ3hNchyYULvcCx86ZKRTy5x9IKj5jyZ/c/fDHVvhF8PVA2jWIxdxzMnyQ50Yy7dkPDc1TV1qekB1k6L/dU7kF2HoHrHoAbz5NtIzRymdxcUVuY8Ahmj7Z96YZUOOGRD06ADCDjhmX+kT3+GrxtAIrg3PVyetvccaKj3nFY9NFdPeGzvse3m/ZxfQN9MYXIsgXwpSfyK1lreMnzZN1y0B6ASitAklrSbYBMDkwm2uDrXItmFUK+sRwgg68RDBCu8or6XIPpQUBWpnYmXnPPxpg+dlh0jEfL0fwmDf2xd2QqoOUCCPPHCZABpO1Y5plaUsOmzrGh+4qZUTSoIlLITNMMumv3ywCzux3eiMxDJANzKdKYTBgBBwqoIth5PGwg9VVYl8yCJTPgu8/BwWPB43wUfn2LYLudDsPsNkZhTWop2JSysDkUzcpEtsSaJr3M1QvlbzZ7SPAc9na2zzOYHmTpPL9mSKZVl7mH9u7cAgbD7rE/hvKwvrtcWP3DCZAB5LyppMR2BInHYN6ow0CqwID8y79GccPDEt1so0lXGTTsgPfMSW0/p1pqQshsUQbmUqQx+V/nFa7GysTL+2R18kaIiu7UkaKPP5aQ3Fu1E1LdbIMuuMbwmmnVEZyNF2pkD7NxmEE0rPSw8Voy+6Paw4RJLhmgM9V4sY8JYntTZRMgZoU0fniqCq2/5FuHxpEZJ0AGkLoa8ez4SoPMbo2hN6l9r4/JB9vTUlDbRZv6M5PNx3BeP8P3p2/YkboN8OsX2vjYW8eXJNXDsgXwlz3Fyjvlq7BajkJUyqh9VqK/V/bDnHFSLAlkxvw7L3Zhy0F/QOua4z+bT5ztCxwTMGdcQE376t2yHVa8yRC20gzaOMyqr7FZst7arNzoC7rNramCZ+cRcVSIEkjZBNVDTTA7UUM9fnqQFevF/TXTAJ+rQdxWq5UyhUiudWgc2XECZIBZtsCf3YYt93/64GieWg09vX5pWMiv/GsYNzwMv89zQP747+THHAzMWrYAJh98hfoF9fl3JEe+f6lkf73rZVG5ZXYtzUT+Xlgar+BUiEuxGfxsVdn9myVi2qQftwW/GajCalLYbZ+bMZqqkNoVdTWSW8q+3hkTfWNwd8C9eWOLJH6sjEsVSZs7X5J8alECaeXG1HYjjFJKC3A6p68PFzh/2eMLgL/sEeFaaH4rx4mBEyBlIDgDMqVDb34Cftt0NklEeMQI1zHnM3u64WF4cGt6vQYQH/ooG4eZ/dsD10AXtwqqXPKNWRlIXtgrn6EpoNTj1Z6oq0k3OpuViN22qXMs3SHH1dVIgKKd7mT0UP+cpm36GDj9FHHEMO+vHpnaR63lfVECKVg22AijoM1u5cZwgRP2nckmPCpjcNlcJzxOVJwAGQSkBheK4jym0uML8l12v+Ou8OhtBfy9N+Oz1QtRKiN74DaDw+T8utJvjDAxmVKrR0o989W7ZbCOqrUd83KLAQyvgKMlDEgMGt0NQcOtWUHabfNGHWZhxHHnTfW9nKLe/2/vkband/lt1y+Wuu93viTCY2iFvHf17nCBZOdVnTtO6rEndPr6bWOLF9hXcJ16mDhCVpXHk/K9e5tXutyepJSrIqcjd5wAKTNhwYUKGBLvnz/6DQ9Hp/74e0tdYM/y3zYlNz/8h5rgk+MK61d/qZ0Afz0I6w9AfKe0JZIykz1luAS2mXFw7jjY1qb6tgsVHsat+Y1eUVUl8dLt4wuNmPLLsfYm/ZUjRBtu7baOze0ZjdPZ3h/VVlcjaqvgcdkE0tULJcjObJ81yRR4Umgt34FcE3mPCAjuC71kyy3WSiU4SbFtYEH1mBMmgwcnQMpMMLgwhuajC1S//dEf2JLeVqHgfadHqwvChInxsrI9fd47BzhYeN/6g60OSnGTRYzedrnSqxfCLU8m6dHxnM5tB84B7DoSngwwaL8KS5IYVDWGGW7ttobN0cfl8v582nIVSEFb3bL7oKc3SWU8xnvniEBJ9mYPIHyj184MAM/thvfNzfyeYIJHW5jc9XL/3XkdxcEJkDITDC48b8x+vvnu/ruImNrWNqeOyl3XbAsTg61OaGjodxcLwlYHBd1kw2xFR3et4xtNi0IDE0dVwsWz8pvZhg3GYccMdnIVNMFCTCue3tGXZt4ImPZueH63qLRMeVjwbTT2Sg1khfbHLTBvggjeK2pJKRUA4tkWtQre2ibHOkFSfpwAKTPB4MK/HKmmsbn/g9Blc9N/gLs7RLVViMEyTKCUg7ASpZniEeaMbCcek5QVQTqPi1vp/EkiHPurJglzwc21Lay9P+8tBXU10FG9q68mTVDABFdnwViZRNJ3MkhoyfoL8NOX4e4Pwu3vTp2kZFOpGkHyb6slFcpg+H6ebDgBUmaCwYUJFN9b3f98PN+/FNbsTbeDPLAlPK7jRCKXVYBNmDA1bG1L9+wyapL5k+C1w2KwnzVO6o6/d47EUzzclKreCsbuhLnqRrXV1UhlvO9Y7bdcKDaIXN4bdu1cBVAxBU/Y52KvCDe3hicT7U2KsPnmu9Mj4m2VapQXnp0KxQmRgcUJkDJjBxcmvMRuz+yC1Xv6n5vn2avTPbF6tcRV3L9ZBExnz4ktTKIwA+PQrtF8/zJp++MWfwacjTDBAqkuqssbYV+nPLvVu/3YHd3ru+rm0lZXA88cqvazwiZk5t1n6+mVAXZKVXqbcRPuO6flJnzlKl+orFwqbcuyCKlir15soWLUXqs2SeGmfPKd2V54UYLkrpedABlonAAZBJjgwu+thj/vkh9WT0J+LKs29e+H/ezVorZq2AFdx1PjQYxgsWfnJ9LqJGo2bdJ0H09AnLNZ2CyR4g9v842+Q+PQHREDkw/GBXXcMH9ATCJ2geljcmtbsR6eOlTjZ4X1Mvyu3gMJz47w240y0YjHUtuWzgtcW8v2qk3yHQI/JgVIE1JhgqeUqjAjUM6cCF9+UoThkHjuhZtyKS7lGDicABkk1NWI2mr160mO63if8fF4P1KXGIwwyPSje2CLrE7AP2YwCpEwIRGcTZs03UmkzrYduKcRj6B3TYfHtqem8i4kHTnI6vHdM1Lbfvpybm0/eUn+Ju3a4F5Hpo2GJm+m3ZsU4R5s+/EaPwWLYeVGGBZwPGvYIasl+x7HD08VPO3d4asWW6A0dY1m44v9FzDBjAz5nst8N+3vs0k94xg4nAAZRNTVwE2z17F9+KI+42MxK93Zua1GDUlVbQW9toJulOXCFhgbWnyjrC0kgiqfGFaabnRanINSErFtD6b5CJIZY1JLAPcm5Xw2iVzb+i7mC5CkDrcV/Om1dBVcWNu6/SIkbfYEbGEJLSo9m7s3pq5a7nhGIsn73KLPgZ80nYNuCq9fnq89pb85qb5/qXgWmkDJX6yTmBfTlz/un0ZVERxSHNGUVYAopS4GPgAcALTW+rbA/puAU4FmYDHwVa31X719O4Ad3qF7tNYfG6Bul5Q5I9u5pr7w1CXZsFcVRrVVP0O27dmcaSsHpsxoSxc07JRSo0F9uS0kKuP0xSUE03QPPbCOuhqp8LjiA3LelRuibSHZhIdCUobsPJIqdNJSv4elgw9piytp702a5DWyHSw8Fgu5RlibfR9xldnmE9x3KJDiXgIHhZ6EJG40Uf3HeiX1jkaCOJfMkM/KeFwZ+x34rr7GCSHf7L+ZjjVpXpL4q3UwMSszeeC+zE4Fjv5RNgGilBoBLAfma627lVKrlFIXaa0ftw4bBdyotdZKqY8A3wEu9/b9Qmt968D2euDo7+wsF8JUVOW2gaxY7+vGozCR+sEZcJhKpKHBr/BoDM52BHVwxRFT0mauH9zWyEBZGfdn67YgUd4LrQPnJbotHoPTRxzhaHwceztTj4sBiydLKnpjv4oh8StP7vDb4goumukL3JiCaxZCR4/YSoyDhn3tirgIoKjyAkF0312m3vfxJDy63T8ukYBfrxdBLcLR35dv9l87rUlYZuGwNDEm2DSJShMquXiqOXJH6VzzERT7wkpdBNystb7I274RmKq1vjHi+I8Cf6e1/qi3/TjwCFAFPKS1fi7ifdcC1wJUV1fXrVy5suj3Ukw6OzsZNWpUubuRlVL0s6lrNF9vOseb5ZqByv9+KjRxBe8c18wF4/dnLP/b1DWaTZ1jmR7fy4jhI9jUObav1srt286hV8v5YyRRSpHwtuMk+cSUJv7UWsPr3aMARZwkSWLWAJpkUdVBXuqY0NczGa5USm/T1zPhbcqr3B51XAzt2Uj89rrRrbzUPsF7VhqF5stz1vLS4VP4n9bT0CiGqCQfm9zEL/fMJYEihuZd45vpTsTY9sYYFo9uYdHYgzy4/zTWdpyCRgSPiRiP49uRUvtkZ9LCem3fRdTxmnEV3fzzjFf53b4ZbOgc19d+5qg2Pjf7FRpaa/j5ntP7zvSPU7bw4pGJKcea+939xkieOnQqYyt6uKz6deaMbKepazTf2nY2vVpRoTQ3zV7Hps6x3LdvJkkUMZJ84NQdzBt12DsuRoVKctPsdQB935WBKC8NJ8ZvfsmSJY1a68XB9nKqsCYBtma23WtLQyk1BPh/gE9bzV/UWr/grWReUkq9T2vdFHyv1vpO4E6AxYsX6/r6+iJ1vzQ0NDQw2PsIpennr/+YPrxWxBQfmS9eO23HlDdTnAJMCU0rYl6bmArFDGKxGIkkPNAqM8+PDJcZrQaUirNgktgNNICKs2doLa93+31IEEyFEqOiamLKt1d56iebVIHivVOpENWWQiZytuHCsomgrOFY2hPDJxLrMCsjhUbxQnIRjx/yn2GvjvNSb62pCEASxdFhU/iLp5p6sHU6p02fzgbPHhRT8KlF8LOXZVURi8Hlc6UMgKjEFEmdDAh4u6/BtIvhx7T1DuP27Yu4ZiFsaPT3f+yt46lfUM/Pfpd6lm3xWuZMgQ2b/WM1insPL+oLRgT40LkT2Qs81QZXL4LWPdu9qPlFNDbDA30rkBjLLpwlaYS2iZBMEGf78EV9qXDMdwVKv0I5UX7zYZRTgBxAVg+G0V5bCp7w+L/Al7TW20y71voF7+9RpdRa4B1AmgBxnDhsD/j2Vw2B/7oiVdWwuTXEVTckpUlfWnQUKpFaVnbpvNScWR+ZLwkazfb+gFeTQgZXo8ZSpLsAnzsZXtrnq2sU8NbJ9A3W4Ofasm1Nb50sx9rHnTEBNh/0r1cRg7njSRksz5sqajzbTrFuf6rtRKn0lO67ApPq+zf7qriEhj9t99Vix5Pwhy2+QLKVFXElBuzhFTC5Cp55PdoeE0ZvEl5rS48+h/Qa72dMlMDNIPbzgPSEjJdNiLO51S94FZb/y1Z/QWo6/VWb/O+Jq5keTjkFyPPAdKXUUK11NyIAfqSUGg/0aq3bvdXFD4Hvaq03KqWWaq1XeeqvSq31w9655gDbQq/iOGGYPc53UQV4u7eauPkJ8b4yxnRjQDdeWMHa42B5XKGJxVSKR1tYMkE7r9Pjlj4fZIA8d7IfiFgZl7K3m1p9ofOFC0S4fflJGUgr43CT13bXy7DtMGxrg53tvnFbIUJHa1tNBVsO+V5xMW/ivuWgn5AQ4K616QO2nYnYptLLdBBTIoiaO/1944eJe28U9jVErngrIO17dpnPLEa6s0MmHtsO1y2Ors/+UJMIj1+sE6N9vjzYehoPWnaTC6dJgsz2bquiYiAtzqpNhAqUhBeXdc+rAydIToR09mUTIN7K4Z+AHyilWoBXtNaPK6W+DRwC7gD+GzgTmKmUAhgJrEJWKrcqpRYhpSnu01o/U477cBSP6xbDEztk5htXcPgYfOiedIN6EmRwNa66GZIqDj2wloWLFoXmywqm3Xh0m195z2ZPB+zZ7CthklqMuNNHy/b8STLLHT9ctjUy8HzrGaipkgHW3EKPtXLR2AZmX91jG51NyeMgPYn0tqAlIqFlkI7HfNuGPbMHEVZm4I8rSdmy40hqTfdUI3tQTWX1NXJP9PFRMU4mYPCHL8qzDGKcAEzcz7WL0hMyBjH3vrxRJgOXny5eXFEZiUEEigk+1fgBviaws1QDeyYHg8FEWd14tdaPAY8F2j5vvf5AxPvWA0tL2zvHQFNXA7/9oATHPbY9Va0D/uAYI90LC8J11Su2j2Uh8OlzRQ32wxfDj29slniCTPTZFpKpgiYsrYYmvf8DQVDWpAqpdOx9CS3eVApZcX3By/Nlu1QfT2hiyl+F9IchOcQ4GS8r7UXMK0Swfa0+3Otu5xE/LiSGJkT2ADIpMJ/hsIpoe4dx/b7n1dTswr1JidWpnVCalUiw7PBgTdPiAgkdg47HtqfPZuMKrjzTGNOjEwSCCAljIzGxAHaket/MOiGrmGsWSoxCPjr84hM9sx9oNGJbuekxSZf++hFRo1y/GFY8/RrLLpSQbyNYntiR7iaciVNHStR4LmogW81k110Jy7wM4tprCmgNPbCOEdMWsXKjrGZ3Hkk/P4h6zLZ3VAYmJ998t283s2OIEsn+Z4mIImgH2tomq5LBJkScAHEMKpavCRceX1+S/uMxAYd2ynAIRqpLLIAdqZ6wpqVJbzVR/uE76IVVfky6dJDBbO44mJgc3meU/ua7ZZ+dLaBhh6xiooTJFbXhMUbZMgd/+tzc+23Ukw0N7VR5DgnHE7JyrYzIgbb1oJ8XLNkrqwsTo2NsHt98tzh2mJWLRu45iv7YMJYtSE8a+VCTEyAOR0aCHlDgC4+wtCZGrQCpxnRjaNdJjdaKv7ZmXmGUdfEB5Co8Th2Zmvtq3oR0b6RSsbUNtnIqHBGB8tUGGDtManGYAd58Tnc8k+ohZjj9lPS2XFPhZ6uJEoZdwRLEhhEWjbOp1Z+4aPwVlQmKvOdVqJ+e7im4IaIufNCG8Zc9+QfnXr0w1aYzfjh8/HeDy6juBIgjbxqb4Revz+XRJ4rvjXLlfHFHNSjkR3rtHyXvkwlyC6Mi5kc+x5SUTb1/s0ajOHA0+7Xz9SIqLtErEIWkcj9joqiRHt0m7rfjh8HCGkkM+ct1hdd8L5TjSb8Wxw9flMzPIN+H+hnhAiTM5pEyyFuR48G2fGufmOtVxlMN4WF09Pivg27bIILHjrbPRtCGYbI25zPw295odlGtQgVSKXACxJERoyYCP7fRlaugJzEZDsnMbOXS4gmRZQtSDaGV8cy5q2yUkoR/P31ZVFOSLDB6Zh+Mlf6bWZnVL/lgBqG6Gph7CnT1SEyFvQqKqfS0KrYAi3kd1Ejiyz0dfjLGhBb321dbyy34hN0d8Jb/hK++y3e/rYilGumvrwv/noSlI4HwtihhE7aC+eP+aSyrle0fr8n9s40pGbBbskw64kpscmEEbRhQmArKeKN9PBBcWYhAKgVOgDj6iBYW8tr4wItbpQzMxUg3H8Q2hK7dl3nmZyfTSCTFGK6157GTYbSIe1HXv1jnDzzXLYZH8phlBs9nrgtSbwRE/77loKwOgiq04Hawu2H7wwTpwAqPaIH8RiJVbTN2qHg4dR6Hi2f61RuDhMXlQHhbptxXwQDAnt6Z/P5ece/d1pa78IDswgPk877lKVkh57ISf++cHDpgYdtQwgTSYPDMcgLkJMYWGGdOlB9DuLAQzGtJJCgql2Kmm7cxP8a71mY+Til/Jm9n5dW9sk9r3ZcK5NzJ8P63pHryGEFltsP047kQHNiPJVL/vnnI3dh/uBvwUsJkqzETljw0qi1bRHnTQRN4qEgmU4NTszE0Dm/kqApMEl34LajCmjsuv8E+aEO5/d3igGBnMRgMnllOgJxkGKHR2gWP7/BVDMHU36nCwn9tgvT+4097GTJ2ChpfCBVzFZJPVt6rzk5PFf6VBlFjxRR89MzoGWJwkJo+JrXWx8AxuDywoim8n/dvhmdfF6N7fwa9sCBQI1Tau+0Ynfw923IVHjYmwPB7q6UoXF1N+orh6oX5nTMsDqSmCiaOSF0dldszywmQk4hMg3JSpwoRW1j8eI2oAE4ZLsJi6Ty4YPx+vvXalJQVS7FsIbc/Y2pPZCYeE+Fh1FAv7JXArrZjljpJiwE6137923vgA3f38wbKRAxAlTqepX/uxsboDsUd+IxQCdoKBgKFH+W/eo/8DmwDeCFeU2FxIGEBq/mqxYqNEyAnAY3N2Y2IlXG47V1SY2J/F5w/NX2l0tQm0dX3vArvGFOdpt7qry2ksVniQHL1dkkkxcBu1/k2qg2j0rArEuZCXQ3c92FxQ93UKqqQ4wNiZCh8YJ47Dt4/D9btK9yGkzvFWSmVSn8fHHivqIVDb4hRv6MHntqRWomzGNi/KVN/vq7GN4AXgi2AmjvChccVtc4G4igxmWbzMQUjK2HMUHjf6SI8HvdcZW1X2iBR6q1CbSF2QGBYjqe0fuO7ZB72dOzK6oOt0rArEuZKXQ3c8yF5Pf9HAyVAcmdITO512hg4zcvHtXZfeoxCaRh8AY829sA7O7GFy8+uTcne3DMArs4tIbFMhWAEkG0PsdmYlrt84HEC5E3MivXhyQHBD0jr6JF/UceFURkXFdZnLp6S4rWV6+ojaLy/7en8sq0mkTTitr56+hhRPwWTJdoVCQth2hhxlS09uQ/KPUn5t6k1OohQEV5Ct/8UR3jMHCffg2JXBWxsFhXmZ8+Dl1/q4sP3yurZ9tYrNRNHZj8mH4xQDEamOyO6o6T87OXoffvynCXNmwDTRsOEkSIsOja3F1R2NxfjeC4EjZ2XzvFjAoppzP/6u/tnEwm690ZT3Jm9Bt55mhitw571jDF+XfeKmKTOD7qJlpLHtktg6N+dDg9vC89Blc/nGExrUxmHaUNm9jmJDFSmAYXvAl9MzGpk8U9SjejlduV1AuRNSmMz7M1Q5yFfJo6AOy/3txs2Rx8bxor16TOoTNfKxQ/fEFfi7msGDjuz6tCu0VT1Y4ZrbCLL18DGFtjbkdtgNHao3Ecu9ysUXy20dp+o4owKx9i3rpyfmhrGPJcbHpZcVpn7XRxBpxHBev9m33U60QtfesJ/vmFu12GY6PQ+WxhAApq7R/S7n4WwufXkKTrlBMibkGLN8m0K9fbIR3AYDh+Dt1nV/LKpH5Ja8mAZQ7qdWVXps4m9lipcChEiP/GEZ1D9ZnIhVQ3xIuC1uBafVT2wM/owNKkur/ZM1c4rtmoT3PgItL4BNSOzfVb5CY+495Zcv4v2Su2FvX46FJONOUxVagIJ7awC8Rh0JSrz6msx0JQuzfuK9ekTq3zdg4uNEyBvIowX02NFSsdhPFgKTd52w8OpgU+ZsAP4khrmnALrDviqjavO9gfoipgktmvYmZ6FN1hJTqFIJFK9tMJ+2MGU8FG2nUxqOzsocTC4An8s4jNbsV4GubAU7Ft7wt5RGENisPKD8nr5Gn/1s/NIqs1tcpVf3TCKhJakhr9ZD994d+r3McXrzsueC7BifXmM/aVK897f4MRSUFYBopS6GPgAUmFQa61vC+wfBnwX2APMBe7QWm/x9v0DsBApYrpNa/3jgez7YKOxObx6X76cMQEmjOh/xs98hAf4s0YTUW5XFYyKGg8O+mGlSZXWKC8nUzwmM25TLyRt9ZCUKndJ7QdY5hPfUohNyKd4NpDRQ+SzC0sd0tgswiNTkanMSD9NavSeRPRkpScpqXDAF+61E+Tf9jZfoEDmSoI2Se9Ye4ZvvO5sob+5tXwZluOx0mRn6G9wYikomwDx6p0vB+ZrrbuVUquUUhdprR+3DvsssEtr/W2l1ALgZ8A7lVJTgX8FFmqttVLqRaXUE1rrrQN+I4OE5Wv6LzxiwMfPEp1z7YTCz3P7M/kLj4q4JEI0EeVhBYPCIpCD20aoXHU2PL8b2g53sbtbfF0TSb9meeSgF3AjLjS+ZXhcckPlTnbhEUe8lzp74NAxGFEh6dHHejUpJo7M7g23ercIylypjMn3alhcPN9G6A7OmDKatmOwZm/2Qdq4fIepF81qse2YJFo0nz3Ayo3yWUR5mX3wbvmOfuPd/v2a85pg10LT0vSHmJJqiaWwgfQ3OLEUZBUgSqlngS9rrZ8s8rXPB3ZqrT1Pfp4FLgNsAXIZcDNIGVul1NlKqdHAe4BGrftymT4PvBc4aQXIxoi6BPnwlgmSD8v8uFculZncyo1QPVJSiQd/GEFDbGNzfi7BID/ypPYN4Ubvnas3jrFLbD0Ia5qDrqtVfa9yEbBx5aeEh8LjW/76zzD7B9BbxBEsATz+if6d47ypMKRC4iFMNcbtbfDCHim0dO5kcane1Q7nTYGRQ/yqg0ePwUGqeD3HYMW4yqxe1Am/cJPtgTVuGLxntvR1c6usGIPBf0lEuHzwbrj3w+kJFQEqVZIE8b7vV6mJKnxWTPoTnFgKclmBXAfcppT6MiJIni/StScB9tei3WvL5Zhc3guAUupa4FqA6upqGhoa+tXpUtPZ2VlQH7uPvQ0YRqrJOfg6U5vm1VbzWtGT0Nzw+w5e7/YH4Me3J/nElCY6EpVMj1fQ9OBLfGvb2fTqGBUqyU2z17Gpcywwk/QZtYT+LRnfzIhYLw+3nkai7xhFIpmk17t2sjfJl58AjaJCJfnYZLnmvFGHmTOynaau0WzqHMsbvXFebj+FvT0jAtez7ytogo+el8bRfGLyVqYO7+LB/adxuHcI7xq/j47NzXl7nQH87CxoaK3h7uaZdCWDBt1c1VV+XxVJbr23ifoJzfl3xuKj1TU8dehUxlb00L3vEE/snUuvVlQoTdXR13nW+2zSV5FhfU59liNivSwZv5dFYw+yqXMs80YdBvBfvwFxzkajUBoSWqFRJHs1X35CEl+aM8bRvG3Mfpo7qq1rp36PkyRZ8fQO5o063HfeOJpZb6zjM5OPsjMxmTd64zzYOq2vjzE0Yyp6aOsdSvT3IfW3EX7/qb+nc6pamXxwI/n+fAv9zQ8GlNa5iWal1CLgf3ubX9Jar+vXhZW6CLhZa32Rt30jMFVrfaN1zJ+9Y/7sbbcDU4EPAW/XWn/Sa/8B0KS1/kGmay5evFivWbOmP90uOQ0NDdTX1+d8vJl9/2b9wKT1rvDsFHESfOjMeF+tjriCfzlfZo1L745WHcwdJ7rb2gm5lKO1Kgtas9Tbng64bGbE19nHYl6CRWvm/WqLqISSGqaMhkU1qTaRIRWFeW7ZvOsXxU/QOHcc/KmA1Uhjc2qK/lgg2DC72ifVVhNDPsshcd89OJc+2NHhxxOpn3m+3Pfh8IBE+7e0Yn3qSnpza+52l1z52AK/zG8+5PubLwdKqUat9eJgez42kCbga8DVQGOe7w3jeWC6Umqop8Z6B/AjpdR4oFdr3Q48iKi6/uzZQNZprduVUo8An1FKKU+NdT7wH/3szwlHcDAYCIznTtIbRIK1Gepq4Lq6aDWWqbN9oTchvPoc36B6/lQYPTTDwJLwa5tnEx5xBRfNhJ37DtMVH8f+LklJYup0/OSldJVWe0hkd0+ONhAjyFu6xA35tcNSRGrEEKgogTPQ1ja4+Jf5CxGj6jFkq0kSJIbm3MmKg2/ArHHhas1sBG1XpuLeA1tBh3iGZcIuUpXJiSGo+jHHrdwI6/f3f/IVozQBhIOdXGwgTyIeUG8Ar3r/rurvhbXWR5VS/wT8QCnVAryitX5cKfVt4BBwB/B94Lue+mwO8EnvvbuVUt8F/l0plQB+OhgN6HZBmFLoLVdtGljhMXoItHtunhrFmRPlR2O8XwxfvMBLLbI6OiDQeJPYXiXr9kvdA4DaU2S2uGSGL0zseh+JDKlPKhSMqJS8Xgk9JmVfd57PK6aibSAmxuVwN7QeDR/4ci8zm78XVj6xNQbj8mq+NxXWyi8ek/s1JYGvWShpblq6JAix11sdvrxfjt/dIZ9PmCdcVP3yoOecyU+VJH+j9xW10UWqcuXIsf4LD0WqMf9kIpdVxL8Am7TWbxT74lrrx4DHAm2ft16/AXw64r3/Dfx3sftULGw3VjNIFluIFCtpW660WzECCnGD3dDiq6HsojrZEsFF8Z8vpsYELJkhHlUPN0m6ElPyNpOhvlfbfS1s+m/ciqM8avK9r9yuWOp3yL2sXJpeeTKTEPjhiyKMNWKzMEGbthE8aCy/5UL5bty9UQSPyfZsTwaWzktVReYrPAqpCW4mdXaN8f6gELXVYDJsDyRZBYjW+qWB6MibiRXr07+cpSj80p+kbRWqfx5CCs09r6pUdVKIuscu8JRL7MHegLeNLVCWN8KdjfnOGLMPsxNHiGprcpXULz9zYnYPsP+zOq9OlIR3TvNjWoz3koltyXQPUZX+wl5DaqCeQhOLqTRbVdJy1zWCxQ5U7EnA91/wBUayF15qzt/N1tjQCvktFVvoD4TX1WDHRaKXgGDEKJSm8MvSebmnQA/SX/fSkfHjHE0OTfFPiXJ5XbZADK3GcNp2TOqE/2GLzF4V0UIhKFDyVzekq4binuG4eqT0d+0+Wd188YJwlYudusQMyl1FjNjOF4X0/c+7MqdLMRl5a0bB/ImF2SsgmB5/LQsXLUozgsdjIjCMXSkZYsvYZ+Vm00THeIQxdijc9I7+DdZhv8tCOacavvquk1NtZeMESAkYPzx1e2pVaWYpdTVihM437qIY1Aw9yq6eoSnpIzIFsYXNej9xdro3TmUczprkx4L0330/fQViBrl9Xf5KcXmjDHAPbPXTf0eVt62MicG/uLmucreBaHLLpqwRAb2nQ/49ul2cF371/vx7Z6fHtz9LMzGwS8kmtTyjfAIWo1DA3xeorjKYSUA+JQOy4YSH4ARICTgUsBbt7ihN3v7GZnE3HQjsaIqKGHxk8mssXDSuX3UcwgYis4JZdl9xf/C58MctvnDRRLveHk8OfN+KxdO7xD7XnwHZxnx+Nz6S2j7D813I1dDvmVDEdVvJdyzbpCRImNNKoYlFz6kWx4iw6oVvneyEh8EJkBIQzFkD8K1n5W8xhcjq3aI2KDUxJB7CrtXwx2dH8tTq1LQj/SG4QlnxAfjwPcWI5M59Zp/PILMtMDBOHCGVHWePk3Qj+dtqBo6GHf17f9CTyqRSt9lxRFYiMbI/h2EVqVHohdQDse0b5rd3tGs0t6/PPQPBrLHwertUeVy7P/y4GPCFfnp+vZlwAqQELFsAv92Y+iU83C1f8L/s6V+GW5vzpor6qPDEeLkxaxy8bap4P73aIvaL+/ecDpTOw6yuRnIvdRzv75mKE4QRzG0VC5x24alypT/vGoi65P0joeHmJ/Kb3RuaukbznftSPamMI4VR+9WeIsWichm4Tx0JP7qs/5OQoH3joSaY1DM2VI1mPOzePhW2HpJCaQtrfBVc1KrJGM3d6sPHCZASsGJ99AymP669wSV6XY24mRa79keQpjb5F0UpPMwATh0FHQXEOqSSf3xFGMHEiHZ8iwL+tL2/K46BSz3e0SOp0X+9Pn+byKbOsek5p6xg0uvqxBMsHrNqtGTghrcVZ0AOrvrfOweO7joseb8SgIaaKpjiedpVDfEFRnNnutrZ5q2T5T2FCNw3O06AlIBcvT3yGXjDlugm1mJDi+wPZroaKM6YKO6kxahpbXP1wuKnmygFmvKlDu8vudpEjNqqKn6cyri46ipFSjBpS5ck4zQuvkqJET8MhQibYk087Ey144fL39mJkX1p3n+70XcmWLtfSjRnor+1cE4WnAApAWE2kLnjYP6k1PiQfFx7w5bo5ottfsB26o98BrS4KmQFI6LqbZPhF+t8lYYJJAy6wxaCuT8T7Z1PmdsTj+KslArhgS3hAsR8hu3dfuqXGHP5u1rxVksmxXvulgvl+2cHBaos36dSBN+Z8/VNtDid01tl1WHbCo8nxA3axtTWGEyp0k8EnAApAcsWhJdx/f6l8LYphX1Jg67B7d3+a9tP37jE9iRyT2Gdq/BQwJxx8NoRSCaTDKmIMecUSaFuVBqrd8uxy+4rjlCxcxjd8DD8T5O4iE4eVVgqjxOVmlFw2FOzZKozEvdm/fmo04yjgp3kcEOLzNqD9rUkit9v9mN3jkfkJ4t5/Qj7as2bIIbyxubSV+17qAk+e15q+pbKuMTELJmR/lt0giM/nAApEUH1y9Y235W3kC9pUEe7dn+qa3DQi+krDdkFyIiK3HM1zZsgmWpN6osVT+9g2YWzAL/6nwkkDNZmyCRUIDfBYqeG6UmIELu+Dh7fXtwa3pkYGs+eSyvM68gYbU2eKTOq5jrIxxQsmCTODK+2yGRix2F5Dn89mPo5F2oL+9QfJd/V8aydknTrce9GlZL+KCWrDnP5qH7EgKZD8O3nShPJHWYLCUvfYn4vTmD0DydASkTYKqQ/xuYwtVjU+Ta05ObeeyzHCHaFeKtsOejnu7q8ehd1NSJAzOrHFgDBLL1hQsWsSqIEiyEsNUxvUjL3/ukTflLDnUekjGopGB7P/LwqYxL7cNEsSdGx7RDMHg/vf4sMzPu7YOZYL9Ykz2sntQQBlpLcz6+piCmuWSgxSImkfDYm6p2IVUdcwcUz5bXxUkto+NKTqeVp+4ttC5md2MKyBbVAf8sNO6JwAqSEBFch44fDx39XmI512QJxAc5mQ2lslvQm5kccV/5AbbTspqRr0MA5dqjYGoLEY6kp1VfvhvnW/rDSsrkIFYgWLDa/3Rj+TBp2yHnsVd2K9ZIF+PAxM5sujRdWkONJmSxstbICHNwLL+/zZ/XrIjzzhPLYP/LBZMuNKfHkslVUGlmB2N+VsIDAT/0x9ZxJLZOSYg7u5vvQ0NAM1BbvxI40nAApIUHPENuF9y978o8GzsWGsno39FqDXVLLLPgLF4QX8TEJ72JIfW2TQsRmaByOaanJbQb/jiyZTHMVKnaivrBcWo3NEhEcxgt7paTp38yC+hl+ANqaT8n+Fevh1y+0UTFyPJtb861RXhyyq4QM5TOih2EmHunfB9W3uq2Mg+71hcWQeOaAwBXrxd3Z8ebBCZASY2ZDH/9davv9m0UYFLISyfSe86b6lfdAhqUvPwlXnunPAu3EhnYOqrkRAqTLC+abPgbGDoNHt0Hr/mlU5WEEjbJzRAkWk7/IVDyMIomoRB7Z7tsa5k+U6ni1E+Atow6z7MLxch0vjqa9OzpOp3yUV3gYB4mmNn9VMfcUeOWAnywRoDeRpDIeY+k8+T7ZCTLD6oCY1+azDMrTuDo5CzG9WXACZIDIx4bRH0xw4Zee9I2rCS2D5z2v+uqET58r+4I5qDIlndt5RP6JKmYm99/rD9bLFkRnsm3pgoadfq2IoJ0juFppbIYP35t/hL1G3rNuv/wT9+SZ/GGV1KLY0AKnjZH7f3Qb3LMRDh3z31teyrsCicdE5Rqs12GEhPl+GOcJuwpgmLAIlioOqyKpgE8tcraJExknQAaIXG0YxboWpNZk0IjXzor1viEc0mf+ZjXQ3i0GX7u4UyoqZbDeeUSMqr1J0Xt/rT6iBkiEncNm+ZripGeRlYuiJwFfesKf/a7cIH9NnfX66WIzOfSGqBrX7k8f8IyROMo1daAw2WmbO/zVolIwe6zEGf1hi0wc8q3uN39iatr94ErRtF1evQuY1Rc4Cr4TRJiwsOuEGGLejWgNd3rVhvpbWdBRHsoiQLy653cA25FyuTdrrfcHjjkX+CzwMmIJe0Fr/RNv33LgLdbhn9Farx+ArveL/sSB5IsZDMxs0PyoNfJ61SY/+NCsCiB18PjiBXD7M1INcNqY4AoqiZ9D1a88B/L3P19MFwKmZkh7d2Zngv05VlqcN0FSUqxpzj5o2l2xVWLHE6b0rWwPaYe/nePXKqmIwfvmpmbqDVIZ81d75m9lXN5vUsPHI45Jav85xb0FiG2biisv31kC8ASFUX2az8auZfLAVjln3Ov37zf755k1FrYfDr+P6pGpcRlmRQGpXnIfra7hNxvTc2EldLqwMJ83+KuRD50h2yZzgtaSUmT6GOdSeyJSrhXIN4E/aa3vVkpdDnwX+HjgmBrg+1rrF5RSlcABpdTvtNatwD6t9fUD3OeiUGgcSCEY1ZCJVDdqBfOjtr2fwgRKXQ1cMlvcZc+bKgP+Q02SuuSFLQd5qWNi37VGVPrqIAg3fC9bkJqDKJgPzNgoZo7N5rEkbGq1RZgYcutqJFajz2VWi9sphK9qVCAKvyfhz+JBbEmvHU49Zvyw1HtdMkP+2q6w502B53ZbaU60JBm0iyidUy1VEM2qNKElsl/jry4SGi6fAxsPeF5ebeLZ91CT//zM81y9O1WIv7g3NS5Dk3ofCskevOOICNGnd4kRPKjGsr8nLx6ZGJkLyy5ra9eIMX0zExMjPGxWbnQC5ESkXALkMuAb3utngf8KHqC1/kOgqRcwuVmrlFJf8tq6gOVa6xO0QkPpsQVJ0N5hvJ8gt+A/Y+to3dPBW0+fyKstvirOdlmuiKUH3S2dB98LlII1dqBgudELp0lm22xqmODK4oW9IlRebZHZbQzNu2coZo0TD6A3eqVwVFKLwPnUIvjZy763lKlWaIjF0tNejB+eKkAmjoTXA7VDgn1PavhroALfC3vtrL7y4sXm9ABQW6AZgva0O19Kd8sOVnMMohEBZgRksldcpvtWFL1iv7K95M4d00LTsfF922F2kihnicZmyQIc5pYdfMaOE4OSCRCl1CNAdciurwKTAPP1bgfGKaUqMgiBfwa+qbU2P9NfA69orXuVUt8Gvgh8LaIf1wLXAlRXV9PQ0FDI7QwYnZ2dJe3jfHwX3M/NGM2mzrHMG3UY3oA4Z6NRxNEMPbCOFdvH0tM7kyQK3ZtkxdM7eHnUYb617WyO6xlU7k9w0+x1TD7YTlPXaBZVncbh3iG8a/w+nm2bxJbjY7HTO654+jVmx4/zNKf39Wd2YgsNDc38ettZwDiMIurQoTbOH9PNc0dODdyBUVRF/02iPS80BSge3R4hhnSSF7YcIpk8BVAoNLOHH2HbG2NIaEUMzcdrtjI11sXjnEPCezbvHLGV19rm9m3PemMtQxIjrftSaDQxNMm++5e24L3owKivtX2P0W2pz8IIGH87+EoBo3tbiTGepLduU0DV0V2gpyKiFtYf0F6fZPuJ1zQfn7yVjkQl80Yd5lS9l6kzuvq+Nx2b24HU79V84OWXRrPCfLeAZw5V8+e2GhJaWf3C65vmbbG1NDS0h39OBVLq31KxOFH6GUbJBIjW+j1R+5RSB4Aq4DAwGmiLEh5KqWXASK31161zv2Qd8gRwExECRGt9J3AnwOLFi3V9fX1e9zHQNDQ0MFB9DF5lYYoX1SLRqfetQGIsu3CWFLHa5qlDgO5Ji6iaSkqNiMvfMYbLkRgNs0IYEld93junp6SlrwVq2XuKvQJRfOyt4yWvkTWzV5gcTMpqyfSXiG0hQTxFDadRbDk6ru8dsZhi79Ba9iRBxUAlQXltZjseV4yYtoieFojt8e+3MqZYMkOxu91XW1XGFedUy8pgr1cfvCImbbsPdjL1lFGs3W/UUIrJo2SF0NemFWOHy+rs4W3GW86/txiglOoLFPXvXhFTsK5zIrEYaMux4uGD09GWbEro1GeVRDFxei23el57DQ3tXFO/qG9/sLiUcev9jreS+UOLtId5YQHEleLrSxTLFiwK2ds/cvkt3fCwBKTWzyhelcZ8GcjffLEplwrrQeB84HXgHd42SqkYMFVrvcvbvgYYpbX+ulJqAdCttd6ilPqO1vpz3rnmAtsG/A7ehOQTUa57JR4gKk3Jp8+Fez+cnn8Iwu1AdtClbVy3VTXX1Yk9xsQdtHf76TRiSgYoo+qJKXtWnj/GJThYHCrY1ptIr8eikD49tt1fG8U8w7ixS6S3jWTfXlGZKeR8u73048a2kEQ8xR7YCtcsFLWVrdo6qxrWHwhPamj6pwLCJVvuLIX0wRjYm7pGszGDB5ZJ5W6i0aMM6/XTRfVXzhobdn4187fUQqQYWaoHE+USIDcD31JKnQ7MBv7Vaz8L+BWwQCn198D/AV5WSl0BnAJ8BtgCTFBK3QEcRTy0bhzY7p88RAmVYDxAzDNGx5Q/uOSbfygoWKKEis0ls0PsOkidituehu5eTUyJEDF2j2CEdVxJ8apol+VogkZ48J+FIWi8jmpL4q8O7OOCxv/eJDy/O93mMWlkuq0kuB0mL6Iy58aV3N/KDfJcb7kQvrXtbBLbMntgxbQnCHW0YX0wDJ7B0r4NO0q7Iskl79uJRlkEiNb6EPCpkPa1wALv9e+BMRHv/8dS9s+Rmboa6LCSKW5u9Y3Qx5Pwy3WF/zCCM7RsXmthAs5QOwFWPP1aX9bgYB3vnoQMntcshLvW+u8LS+MRV+LZZVdmPLtaSrLaK5Kwtr7VRmCEDtZhMbPz3mTqwB8PrK5AjM52OWOFzOgLKXGc1NLn/V2pOdQummm5OCdEkPfqWF9ONAj3wKq0UppkMqyXm/oZqXFZo4akrkjW7IXOnuIJk+BKfdUmaRvaNTpNnXyi4AIJHf0mWIPh/s3idnr1wvxcMxub4cpVMrAXI9V3UNDZg5etmlu9289erJC0L1OqZABJWm1nTkz1FLvSyyhpC4uwtr+ZJa6+dmBlXMHlp6cOYPZxRliY57DziO+uC3LcrHF+m0b6V7Uw9bhc2ReIvUlo2HzQV7dVxmUVuPr1JAnieXlgweASHAYjFMyKI7gi2e2tSO/fLEW33nd6/wSJnfctHvPd6hXnsP2JwbMyywcnQBz9JixNi4lXuOvl3AXJqk1+0Z+EFpdPKE18QHDlYruqmtiFIRWp8RCrd/v1PmJKZtiQve2cU9NLD4PYM8xxCs05pyrajvmqKSO4li2QksF950SuM3poeFux2Gk5MJxWJf04umsd3ZMWpQiJqBXgiYAtEGybSJBe3X9BYtsU93TYed4UK9aLe/PX6k+seBgnQBz9ZtkC+PfVcCAkeLAQQWLQiIF6Q4vMroMJ+4pFlLNAWJstVMysO9c2u/SwmdG/sNczQqP7jgsTZudNzf06wyqkvKxScO0iifJeuVGE85C4qOKiBsootrbBO+6Cb8xqp/7cfJ/wiYG9Ihk1xF+B2BhBsmYvPHt1/tcwExeTMyzZ63vE9SZl9VnM+iilxgkQR1H4X+elqneCGEHylz0y8w4zii+dl15GNaHh116SmhgyYJZCvx5m8M/VKy3XtrD3m9xTQw+so65mUV7vzefawWdtUuqMH+7nADPR7lHs7oAf76jNqq8/kT2NgiuSB7eGp+Tf3SH7C1Vpmc9z1Sb4zXo/XiiRzJ4rbjDhBIijKARrn0QNRnZNFIPtZXXNQsmrZVRBKdHcQE+vzNK0TncdnTkGZo6TetdmlvfHPNPOZyMXQRPVFtZutu0gulzfm++1baKcE254WDIVJ3R4+d5XOk/pex0VA2KnQhkMnkYmRU6++ee+f6n8ixIkD27tn03EfE6v7drPc0fkIWnkGZ4oOAHiKBrBQcmUmo2a1dr7TJEtW7Xy1skySBlPJZP2w6xQEvYAp/1cUU/sEF3ybU9DT+9MHrgvOvvwiTxbNn2363FA5vux73dzqy/wdxwWL6zmzszXHF9xjMbmIUD2GJBcMi+XGjtFTtSkJRtGSATVfkE36kJobIa/HPETdij8ydOJgBMgjpJhBIqZAdpVGcMIesG0vZHq5josDkdzyHjWm5TrHU9IJHWm7MNBv3zITchECZ58js2VsPevWJ+arj8GVMQlsDGJ7+W1dp9kUm7ukHLFrUcLT0evgN3dVSy7D86a5NeNsQW5HQMSVmFyoAl6CIZNWqJUqoYbHpasxkHed3p6Wz40NktuuIQV7BqPlf+Z5YMTII6SY69M7HT2kGo3Cfrl7wgkKMxFeBjGD5cBLNGbRBNj68FUH/zla2DLQTE2a0jJSGwboC+ZHS5kwgLCwgLFMh2biwCKOqftEgyees8ayBPaf5bB51gIIyrk+WsUx3rDK1cC4KkSZ42D6xaXf1UX5iFoY6tUg44eNzwsXle9IRJ3alVh6it71SgrZGlXiPD4Wn35n1k+OAHiGFDCdO9BdcKj22Swyr2eOEwcAS2WF9ihN+Cqs2F5o+SGemGvZAiOI8LBTr1u4hzAFyimTsX2ttTstDc+IrXjg6lbNrfCjxtTBZLJaGzakr3RWY4hXFiEpYkBv2SxwbjzlgpfeJvIkHCSlipxe5sMyDAwNXDCCGYzgGhnD+Po8c0/w+zx4WWPFVLQKx/hERQaxxOpqj6F5p3TFJ8978QSHuAEiKPM2ALl71fmX6t87jh/kLIHBlO7xGb+RHjPbHhkW2q9kelj4N+81J+/2ZCq297vpTM37pY7jsg/I4xMgaxvP+e/xwik86aKMDSn08ixYUJhPuHtdvBZ0H23p1fURdcslPiPLQfzd88tJWZANjy9S7zsRg8dWGESNWnZ3hbuqttxPPp7WIjwMJMCW2ikpHtBpwmPE8U25wSIo6wY+0h7d2bhcUWtr6uG6BltpmSMpnb7uGGpAuS6Ov9Heu2i1EjuK+eLq+2Nj6SqgowwOm9qeo0TI5DqatL3vdoCnz0vXSh0bA4XFrb77rhh/qByy4V+cS9T8OvT50pOL1OlEPxqks0dUgtl9FAZzCriEmkezJWVncKSUxrMZxwsJlZsVqyHX287i72npKqkTNT5+OGZVVtBKmNw2dz81Vb2pCBoHzLu6C07m1i9u5bNrbJtq7discEdXOgEiGPAydWoPqoSakaFByCG/aDsmt6NzbK9ZfMWtsVrU4RKpiSNX7xABEBw33V16WlMzL6gnt0WSMF9750THtPRsDk61qMvliPg9dSbkHPb8TGjh/qrqdW7pS9RHlpmltveLcW27Dxf0WRWYeXDN58pzcDoe16N64s9eu51P9D1/s0iEGyiVIAx4O/yXHXYBCcFdgyT+QyufH4Ox/f4K1U/k7SsWAZzcKETII40irl8toWFCVjLVc3SeRzmTwofZHKNQaif0Myt9bVp78+UpDFq31wpFdKnMjN13YP7cskonE+sh7m/qNrjxoAejI8xHlkx/JrsJiPx6afA0LgInGdej16JnDpSItvHDstfvZiNjp7+BeNF4asuRdCFfd8SAWnxd7Xiyhy8x1NG9D/WI2xSYFi9G47rWFr1ymBfy+0OHYUTIA4g3NDX30CwTLmFcsUkZpw/SUqvVo+URIKmj9liEObneJ2goLNVZUGhZ8er5KIGyZZROBeCifjAz9obw5u1WjU4ggGYttE9oVNrs2fiwFERSr76LnX1cU41bGzJz+HBJui6XQz8VV/0aikJVFXKM6ydEB34OrYIucUyBXaeN1VqPyYyrOoGc3ChEyAnOSYnT19m0CIFguUqPGzbRjCQ0GC8egy2B1VKDALpMQgd1vnCVkNRq6JMgiHToGdqvBeb4EwWUoMI+/TmiULsGtGkn8sflK/wVDu3P1NYBmCAGWP70bkIzPP/9QttzJkyPvJ72HFc/mZaWZnVZqmoq4FPTNnKL/bURsbnDObgQidATmJMMJodTxA2COdLNuFhC42guudtU+Abfxb1Vb7EFLxvrgTPXerZGj76SC3/9EMJrOso4JxhBONVbMzKpRSEpUEJ8uPG4sR9ZEJ5//6nCdb+QoITh8fhjZDUJ9lYu1++h8UWussWwOSDr1BVW88DW/OvkWK8+waD8XowBxc6AXKSsmI9fOnJ1BmmQrK1Bg19+Z43bHA9pzq7+2Zjs8zuuwoc6KtH+tde3ijpsg93n1rYyQIEhV4wILJccQ6GxubUwLRSYrLH9iSKI6z+bXVpnltDaw1P7ki3d2RiIAWHWf2v2DM3cvVRMciDC8siQJRS44E7gO1ITfObtdZpC0ml1A5gh7e5R2v9Ma99BvAVoAmYAfyL1jpLFh+HobFZ0qQHq95deWbhRW2Meujl5vR9VZXwkfmZf5Qr1sOXnogOhosBs8eJ+2mU/j6oRT7cnUPHA0ytSo0NiBpQosrvlgtjZM9nol1Y8GHhHljBCoyGlpAyAP1lxXr4+Z78co1MGgF/+kTx+xJG6uo//JmeMhx+cvngFR5QvhXIN4E/aa3vVkpdDnwX+HjIcb/QWt8a0r4c+KrW+gWl1GeAmxCB4siBVZvSf8iFVv/LljARRHVk3CltjxbbcP/lJ9MHM4W4oZo4B/NDuv2Z9FiHc06FB7aGXT16wJs4QgZdW9B09qQeU1NV3lVFVLJE2/axoQVau8R+lU+iq1JGrgeZWgUTRhTfkyuKYBBp1RDx+srEmCIW4wrDrDhauqxSwRn41/MHt/CA8gmQy4BveK+fBf4r4rh3KqU+D1QBD2mtn1NKVQJLgBet9/8UJ0AKptA5pZ3pNBfu3yxqoF1HZMB/eJsfoZvtx7S51R84f7FO3mfqmCeSsmoIpvcQfKNvcHVx43nyN1M+rlLZNILCYWjXaKqstg0t4thgu+JWeOlWTFue8qKs7O4Ij/oG+VyKTTD+5uYLRKis3pOaM8zmolnF74fBLtecC1PKOHHJB6WLkZM47MRKPQJUh+z6KnAPUK21PqyUqgCOA5Va697AOd7qrTJGAC8B7wO6gE1a67HeMXOABq11qJlJKXUtcC1AdXV13cqVK4tyf6Wis7OTUaNGlfQaTV2j+UbTOV4RGxmG4mg+MWUrHYlK5o06zJyR7RnP0dnZyc07/oYjiSHkNpRFHWPabZdL8zf9+BgajUJ77zP/K7S3z8ysVcbzjIl3M39UG+2JoYyOd9OeGMq5Y1qon9BMQ2sNLx6Z2LedDw2tNdy3bzqdiQpGxXuZP6qNfT0jGVfZzd9Oep05I9tp6hrNt7ad3ef/r4AYSZRSJLQK9NY8H/v5Bdvs+wxrs89FyLH5EOxHtvNl6isMoZefnP1snn3IjYf3jOOp9jmgNDOGdfDckaA9LLVvS8bv5arTQpex/eaP+6dx776ZpH8uwe+9tP/jlC15f/dKyZIlSxq11ouD7SUTIJlQSr0OvF1r/bpnD2nSWo/P8p6VwEPACqATGKa11kqpRcBPtdaLsl138eLFes2aNUW4g9LR0NBAfX19ya8TNKKbbKBah0fMBrn13s38fE9qgN6ICslea7vIRuUb6g8x5Gdmx4BUxuG2d0mf27ttt9LcIqeLYTzNZUU2cYQE8KU/k+JFeAepjBUep1FKzqmG319Z/PMae1zvkea+Qk258LEF8M13F78/ICuQD9/re4OZQHjZ9D97o7b94gWl6UehKKVCBUi5VFgPAucDrwPv8LZRSsWAqVrrXUqpi5BVycPee+YA27TWx5VSTwLnAi/Y73fkjhkov9LgRyeb+A9tVf2LEiYvHpmYds7TT/FtHI3N8OM1xRceYEVgJ/21i80lsyUdyR3PwpEcDel24r9ChUhQ7x5GKQzGuXD7u+FnL8P2w/2NE+mfoKuMiYruf51X6jQmALl74MWVX3++VKjAhj93lz0xBd8o0BZZLsolQG4GvqWUOh2YDfyr134W8CtgAXAAuNVbYUwG7tNaP+Mddz3wVaXUJcA04MaB7PybBTt3VFSq6aAwMZHp545pYUNn6qJx7X5Y/BP5ORzIMlD2R3+vA38hNZVHTMGMMXDUcgc2EcU9icx1RfoTCHjGxPwS9KVSmtUH+KuPTy7Mz2YVTuH9VMBvP1haw3AmIX5ONbxyIF2AxpQ4kZSyX6t3B+q3aNsrTRNXqmBHlnJSFgGitT4EfCqkfS0iPNBarweWRrx/B3B16Xp48mAHp2UTJnZkev2EZtpG1abFfGSbYStgqJf473d/FYP6FW+RfQ83SZW7fV2p7zl1JIwakjnZn8LvZ0LbXmEKRaqnlXEJ3taW7onUH6P56H558ZROhQXwned8lV+50JQ+p1PQeG6EhtbimBCctZg4i1IP3CYVjTGiD/FUrhtaYO+evXzm4imD3uMqDBdI6OgjmzAJRqZ/4mw5JjjgZ6JqiAy0v/urrFgSSfGmSmq/PGuQA0dFPWYLkDMmwKtWPMjf14pX17G01YVGKZVS4yOJuOduPwxoGbanjxHdc38GkvOmysBge9rkvtIqjvCIAW+ZAFsPpdo9Dg2SVBiliqi2k2teXwd3viTfKSM0NDLB6KvBEYMPnVF43FO+1NXAyqXixgup121o2EpdzZTSd6IEOAHiCCVMmNg2kKau0dx+b/4pItp75J9tG0lkcW1MaplVKmRF9Heni0C5cLr0q3qkCLNPnC12l0esXFl1o1s5d+7ElFxNlTGZqb6wl74026Z+R38IDhJnTkyN1WjpgoadUW64sgIJ+izFlMySZ4+Dw8ckAn7kEP/8JgZEAxNH+gNTvi7WuVP4SmnCiOIN1sFszHYlx6XzfJO0LTQq43DpbD/VzUAbqjMlVTxRcQLEkZWwL/4zh6rzFh65MiwOVUMlx5I9e9fIQPDAVtBbfJXM+gPw1C5Ri519KswcJ4WbzpgIrXs6uGT2RKaPkWp41SP9Wt1hgrG/RA0Stz8Dj2+H8cNkhWJWKqOHSuqWrmPHmVQ1hN4kHEv4UeIxxKvMRN/fv1kM4tlWSssWwJM7UhNP5sqF02Bvh3jQFfMjnjSisPdlqxO/dF5qJUeQdt2bZEhFrM8JxPbOW94oq84TzeYw2HACxFEQR44PyXrM9DGw8FR44jVZdeTKsQQcOyoD2Z93BVRAlk3GXrkYY7/JKPx3p0vAYU/vTB64T4TLJbPTCzWZ16UsIZopW62vWqrMOa9Urob+6xfLyq0nISuZaxZKNHZLV+rq58gx2NMh22OGimqwp1dqgKSrvgpXtQ2JZz8mm7AIqxMPqUWbls6Tfyue3sGyC2f1fZ7n/iT1Wne97ARIf3ECxFEQYyqzS4Td7XDBtOxR5lE883q6/WDyKLG56GT66sTYULSWmboJMjzWK+ochQwwRvcNxa+BEsbDObj35jMw52ror6sRwbnSW3ldMltqtK9YL8+pMgZzx6fakvaUwO3a8JEsxVlyERZhdeKNwAhOADqqd1FXI+HlNzyc3TPQkT9OgDgK4oLx+3m6bUpG4ZDQ8Ov1uZ3PBAemCIWQc+/vCk9ZEq2Z9/doZDa+Yr2kCYHi1kCJ4tI5udTLyM22cOG03GfNjc1wy1O+UT+Yf+l4MlV45EZ6P6dW+SuYIG+bLF53uWQqzkVYBOvEh5X+DRKVIbrUtT5OBpwAcRTEnJHtfH1Jekr4fIkrmDlWjMT1MySd+/4uGRhMzquYgvkTZRb9p9d8A7SNQoy0thtxVLc0cl7zuhg1UDJhjLX3/1UG08qYbwPp7JGI/Up6qBo+lLZjUkJ2SpVvKzlwVFZcH5qfn+HXDMiGQleChhEVkEz0EotXMiQuxvyKGOzMoHqbc0runk75CotchXxYbMgVtU59VQycAHEUjB3NXqhBPaHFPbepTYTDlWeKIGk7lh4B39gsxnIzwFw6G/6wRQSYJioGJVXUxJAVRzANSn9qoOTCFy9IH/xt20gPQ+jy3KG7E/DRM/vvJRSMPYhKp25zxgQRWD29ko6mMgbjhsu+Nc2Q1BXQK8GYuaTL/4232svFZbYYwiKMYGyIqaTo6D9OgJxElMJQbKLZTVnc44nCI8xtlZfJzfW1etn+4YvS77ABJnPp3CRxFWPiSBk4LpmdXha2VEIjGz9fG73vno39FyBhsQePbpOV0LQxsKgG/rRd0r2MGQoXz/JTnlcNgZ++7NmVUgI48zOiJ0lVG9ZPT3U3DutzLp9FPt9lM9Epd9GvNyNOgJwkmHTSxkC5cmnxXVeNIbNhhxdj0Q80sqr50pOiJkkkU4O/AK79Y2rMhyGu4MxJcP5UaN2T6olj+hv2eqBJXbWlDszDK4tzjaCn2V1r5TvQ+ga8tM/vQ9sxERjZV5KFxYEY+5NxK165oX81aL7SIHarIRW5OT0EC4A5ioMTICcJqzb5qoyeBCxfI9XOiokZrPZ09F+AGJLa73ciISuUlRt8tVUQBVzuBRqeNxU6en1PnMHGO06zVSupA/Onzy3+9ezvQFBQFKqCLDSnWULL5KB2Qn5CPJhFuqcETg+O3HEC5CTlse3yYyzFrGzpPBnk+2u0jSLTeTWi0oohs9PPzRhNfWm60W9+9X74+O+MEBEBMqICvnLhwMyW7ZK2FZ5NyBYkRo1o4kcAhhzawsTptWlVEu94Jv9JQ1JL5oA7s0xkjLqqvdtPUdJ3D6p06VEc2XEC5CQhOKhrRA0AxTce19WIeuLLT6YO9gr5wSe8jLlvOQX+2lqa0qpJJC/W/xw4jWtKcP5i8av3y9+GhqdLXgdm6TzfTmXqp2xo8fdBehqW4PeioaGZvcNq++wJm1slzmTd/sL6tD8ij5pdsfG2p8WoH/yexJTYyNzqo3w4AXKSYAZ1e/mfSGav+1Eoxri+fI3EH5i8Tn0xHBq2HJKXcU9zY4RN3KuVYM+OtS5sRdPYPoEVnmHeDHr262UL/AJEb3YDqzGqhxmfg89gxXp/ADe5taRIUy3PrZP3FJ663scOLgwKjbRs0BYnYu2MNyNOgJxE9LeIVL7U1YidJdvAoAKrlItmStLBnoQIk6/VS6zBjxsL07ff9bKf3t0e9J7eBX/Z43tx2fuCAiVsgC2G0DHPpqW1ho0vpnqHGTWRrS4K+yxy6Zvd9ulzZft7q32BahIvhj0TezufIk2ZUEgG5bZj8gzAj0K3vxsxLTE6JP34H+Od54RH+XEC5CSjP0WkCiVbmvhgTMbEkfLasKFFVCuZhMf40LxN2WnYkbodJWwyDbCQ28AdbDtjosnXBUlOhz0iMOMxP2OvIQZUxKW+RdsbkjByyYzUhIlP75KEkWv359f/ueMyP5PgdjF45zRJv//HLekJEY3QUIHJTDZB6hh4nAA5CSm0iFSprh2MyQBPF+/p6iE1ojqM9h4/3fu1iySR40NNMDuxhdNrayNTm9fPyBxHEhbFHBxQzTH2IG3I1hb0Ykro8PT2Jp7CGKq3toVn2l0bsEV8/4Xs/Q8SfCZnVaf2f94EiZC/cr6sDIOG7VzYdSRzQsRSB3Y6ikNZBIhSajxwB7AdmAvcrLXeHzimHvgh4Jn5mATcrbW+VSm1HHiLdfhnvAqGjjzJt4hUqa5ttg12wCCIQElkKEVrJ1Lc3iZBeMsWiNG3fkEtEG0DeduU1H22sDFt9gAaHGDfOydd0IQJnrA2lVIb22uj8GDMIPs609uCAuGiWTCrTQzaH5kvz+TUUSIYtBahdX0dPL8bNuxPsuVgnMq4fF82tITnLMvGpXNk9ZUtIaJjcFOuFcg3gT9pre9WSl0OfBf4eOCYvcA/aK1fBlBK/RT4ubdvn9b6+gHr7UlCtiJS5eoLiEAJFouyscewR7fDp/4oKp7G/dOoak4PJAu+DurTw+wbUULHHGMPymGCJ6zt2kXwWlvqfV1XBy83w18st9h5E2DLwf65RpsoEyMQTM0Uk3PMCAWQOiUKWfkc9+qWvGc2vLI/Jg4OvfC/n4KNLfkLuytqRcDbWQGyJUR0DE7KJUAuA77hvX4W+K/gAVrrLea1UqoaGKa13uk1VSmlvgT0Al3Acq11hvmpI18GY/W0x3fkfuyj2+Wfwq8HEqZHD0uJESZQwgRQmEDKJnii2m69dwvb4rV9bT98UQZ6E154+enSx+VroHEvHPTsPQq4ZBZMGCnbWw+Gx2PYnm1GIPzq/XKdYAbcuhp5TkqJ7SUek+DQqiG+sNCkq8tywc5DNRi/Y478ULqQ9WcuJ1bqEaA6ZNdXgXuAaq31YaVUBXAcqIwSAkqpW5EVyzPe9iLgFa11r1Lq20CH1vprEe+9FrgWoLq6um7lypX9vLPS0tnZyahRo8rdjawMdD9/8fpcnjw0GX8eLcnflbcdQ5NISbHhF4dVJL2gOdU3IFeqJB+b3MSv986hV8eo8LY7EpXMG3UYgE2dY5k36jBzRrbT1DU6ZbvYBJ9nU9dovrXtbHq1okJpbpq9ru+62fbdvu0cerUirjSzhx+hV8eYN/Iwjx2cynEdI4bmE1O2Uj+hmYbWGn65Zy5J5Ph3jmtmxvBOfr13Dsd1DIXuq6ui+p5xsPBu8JnbaKYN7aQipnnX+H3UT2gu+rOLwv2WiseSJUsatdaLg+0lEyCZUEq9Drxda/26Zw9p0lqPjzh2KLBKa/2+iP2XAjdprZdku+7ixYv1mjVr+tP1ktPQ0FDygLJiMND9vPmJ8Noib5vspww3QW0bWywXYTTxmEqLJYgrSSXy7Oue5w/i+aN1eKbeYMEpSK+cF1zJhFXXi9ru2CzPM1jr206EaL8nk4tv0MvL9PuqsyXflckhZe6rp1dWG8Yek+Ji7T0vk/ZekUQTExdbr177kunw5E6JYo8peN9c2HE4tXxwOXC/peKhlAoVIOVSYT0InA+8DrzD20YpFQOmaq3tEKWPAinLBqXUd7TWn/M25wLbSt5jR1lZOk9cVIM5m/6yFxr3+cfc8q7UaOrGV1+j7oxZKdHMMSUD6nvneOqegOdZ0qoVQkIGY1vNs2qT/DMDc5SAsavrBY8Jbn9uxmix1QTeY66zalP2c5jrmrbndqd6073akqrGMvfVF4vj5Rez3WiDwvSj1VvTUplECVDHm59yCZCbgW8ppU4HZgP/6rWfBfwKsDXQHwKuCLx/glLqDuAoUAvcWNLeOspOXQ3c/UGxATy2PVVR0ptMrzIYjwFnwLxRh1NSzm89KPU2zp+aWnMkU1yKLWhst2IjUIICZvXu7McEtzd1jqV7d37vyXbdYDxF8D7sbfue496qQiMxOXZak47NzdSfWxv6+TjBcfJRFgGitT4EfCqkfS2pwgOt9WUhx/1jyTrnKDmFzlZNZPuK9el5tjSpVQYTCTmuUp3NQk/tfs+rfjbadfv9hItGiFx1tszSw1x9gzErdpxKcGA2x9hxDZkG78q4CLqFU/N7Ty7XDcZT2K7aYff8W08F+Nh2b7VGasr0hoy1VxwnGy6Q0DGgNFpqGru+Rz6CxF5RtHRJ2pO+VQd+USsN9GqVMjO3SSJqLVNbwgyYq/fI/kTS92iyM8+u3p3u1XXLhX5iQpD7ueXCdG+rKKHUsbk9tCJfcMC3r1M7QY43KjuDSYxo/pr7j0pQaN9zsCCYUXe5lOmOMJwAcQwopk63ibg2qqd8BUmwUFJwdXDPq55QQafMzHssIRJTqfnAwB8wwRNCVlqXTMZ1e1/QXmGEUHDbXhn89KXRfbmwPn2u3JOpwnje1FShG7yOsZPYKrzKuKiewvoXTFAYvGcbYy9yKdMdYTgB4hhQTJ3uZK+/SjAlT82AmK9xNiyi3UQ1Dz2wjrqaRUBqeVej10+bjSu/NkZwsM1kXM9meLe3wxJXfmvb2SS2hRvH7TxRhfbB3hdMUBi8Z7MyjErp7nAYnABxDChGTROsoa7x1Un2wBr0OgoOaFECxgiVhob2tLYgQTVRMCNuLsb1bIb3KI8vM9D36ljKdlSeqEL7ELZ6CroBm3t2AsORK06AOAYcu4a6rW4KG1ijZu1hrrJh8Rn59CesHaKTPto2imz7gvYMWzC+dw6sfj1Jgnio8AnmiSq0D7k8Gyc4HPngBIijbNiCJGpgjZq1h7nKBuMzjEApVj/t7UL3ReUaO7prHd2TFkUKn7Bz97d/Dkd/cQLEUXYyDazZMgTbLquQHhcxP+yCg4DgwD5nZDv150bvdzgGI06AOAYV+czaITztux0X0eHiFhyOkuEEiOOEIWxWHpb23RYyb5bAt8ZmP+7FRIebeJB842gcjmLhBIjjTcVgVv3YgXxm8Deusi2tNTz6hN9m79/QEp4HzHDPq+KiPFjv2/HmxQkQh2MAMBH4Jt7ERpKgS030MLJVKHSR4o5yESt3BxyOkwETgR+2iMhWUCHbfhcp7igXbgXicAwAJgJfR65AojGR4vXTZdvZQByDBSdAHI4BwE6UGGoD2bmFnvG1fW3B/S463DEYcQLE4RggMhn4G7qaqa9Pr7PhcAxmnA3E4XA4HAXhBIjD4XA4CqIsAkQpFVNKXaeUOqCUOjPDcRcrpX6klLpVKXWL1T5eKXWnUuoLSqmfKaWqB6bnDofD4TCUywZyNvAXpKZ5KEqpEcByYL7WulsptUopdZHW+nHgm8CftNZ3K6UuB74LfHwgOu5wOBwOQWmdzcu8hBdXagfwPq31hpB9FwE3a60v8rZvBKZqrW9USr0OvF1r/bpSajzQpLUeH3GNa4FrAaqrq+tWrlxZorspDp2dnYwaNarc3ciK62dxcf0sPidKX0+Efi5ZsqRRa7042F6yFYhS6hEgTLX0Va31H3I4xSSgw9pu99qC+9qBcUqpCq11b/AkWus7gTsBFi9erOvr63O7gTLR0NDAYO8juH4WG9fP4nOi9PVE6WcYJRMgWuv39PMUB4Aqa3u012bvO+y1t4UJD4fD4XCUjkHnhaWUmum9fB6YrpQa6m2/A3jQe/0gcH5Iu8PhcDgGiLIY0ZVS44BPA2OAa5VSK7TWq5VSE4FnlFKztdZHlVL/BPxAKdUCvOIZ0AFuBr6llDodmA38aznuw+FwOE5myiJAtNZtwNe9f3Z7CzDF2n4MeCzk/YeAT5W4mw6Hw+HIwKBTYTkcDofjxMAJEIfD4XAUhBMgDofD4SgIJ0AcDofDURBljUQfaDxvrp3l7kcWJgCt5e5EDrh+FhfXz+JzovT1ROjndK31xGDjSSVATgSUUmvCUgYMNlw/i4vrZ/E5Ufp6ovQzDKfCcjgcDkdBOAHicDgcjoJwAmTwcWe5O5Ajrp/FxfWz+JwofT1R+pmGs4E4HA6HoyDcCsThcDgcBeEEiMPhcDgKolwlbR0eSqkHgZFW0wJgitb6WOC4HcAOb3OP1vpjA9JB//q3AvVW0ze8ZJfB4/4BWAgkgG1a6x8PSAf96/87Uiq5Eymd/Fmt9b6Q43ZQhueplLoY+ABS00ZrrW8L7B+GlGjeA8wF7tBabxmIvll9mI0kOn0JmAoc1Fr/78AxVwHXA+Z7+jOt9a8Gsp9eP1ZbfUiYCqbW/rI/T68fM4DHgde9ptFIhvGrrGOuYhA807zQWrt/ZfwHfMR6PQv4ccRxt5a5n1mvjww2a/Ftay8Ccwe4n1+3Xt8E/MdgeZ7ACKAJGOptrwIuChzzBeDz3usFwJ/L0M9zgb+3tl8F6gLHXAXMGOi+5fs5Dobn6V37FOBiu9/ABYPxmebzz61AyozW+rfW5meA/4g49J1Kqc8jlRgf0lo/V/LOBVBKfQnoBuLIwHw0cMh7gEbt/RqQomDvBbYOVB+11l+2NmPISiSMcjzP84GdWutub/tZ4DJkZmq4DKl3g9Z6vVLqbKXUaK11+wD0D++6LwaaYkBXyKH/rJTahwjG/9RSZmGgWaCUugkYDryotQ4Wlyv78/SufRD4E4BXJG+x1vrWkEMHwzPNGSdABoBc6sMrpUYj6QI2RJzmi1rrF5RSI4CXlFLv01o3DVQ/gXuAHVrrLqXU/4sIuk8GjstUx35A+mk9z7HAJcDSiNOU/HmGkMvziTpmQAc8g1Lq/cAjWuu/BnY9BTyotW5RSv0t8v24KO0Epedb3ucYB55WSnVorZ+29g+q5+nxUWBlSPtgeaY54wTIAKBzqw9/NXBXhnO84P09qpRai5TyLeqAl2M/AZ4APhfSfgCYY22Ppsh9hOz9VEqNAX4IXB01gxuI5xnCAWTFYxjtteV7zICglFoCLAE+G9yntX7N2nwC+INSKq61TgxQ90w/zOeYUEr9GemvLUAGzfO0+BBwRbBxsDzTfHBeWIMApVQMUf88aLcppaZ5ry9SSl1qvWUOsG2A+/gda3Ouub7dT+ARoE4ppbzt84GHBq6XoJSagAiPz2utX1NKLQ32s4zP83lguqfCABFaDyqlxnsrUJDvwPlePxcA6wZa3eJd+zLkO3kDcKpS6ny7n0qp25VSZgI6F1mdDuhAp5R6i1LKXgXPBbYNxudpUErVA89rrY9724PqmeaLCyQcBCilrgCmaq3/02o7B/iV1nqB98W/FWgEJgN7tdbfHOA+3o7oZQ8gxsivaq232P30jvsHYDHihbVFD7wX1kvIytqsPDq01pcPlueplPob4INAC3Bca32bUurbwCGt9R1KqeGI11AzIti+qQfeC6sOUaes8ZpGIkL5DKufNwBnAq8h34fva61XD3A/JwP/CbyMrCwqgRuBOxhEz9NGKfUb4DNa61Zv2/7sy/5M88UJEIfD4XAUhFNhORwOh6MgnABxOBwOR0E4AeJwOByOgnACxOFwOBwF4QSIw+FwvElRSp2qlPqpUiqYXSDs2BlKqf9SSn3e+3t2tvc4AeJwOBxvXi4Afg+obAcC3wPu11p/G3F9/mW2NzgB4nA4HG9StNb3kprKBaXUfKXUL5VSn1NK/UwpNcvbNRfY5b3eDpzlBeZG4gSIw1FGlFLPK6Vmeq+nKKUay90nx5uenwLLtdbfAX4F/B+v/RngPO/1W72/o8mAy4XlcJQJL4XNdPy6JGcBr5StQ46ThbOAS5RSFyJZjE3G6n8BblRK/S+gDTgI7M50IidAHI7yMRt4zUp/fxawvoz9cZwcrAPu01q/4uVle7/XPhn4rpdgtBZ4VGvdk+lEToA4HOVjAakCYzFwZ5n64ngTopR6F/BxoEYp9WVEXfVJ4F+UUk1ADZI2HuDtwN8qpdYA44F/znp+lwvL4SgPSqlrgDla6y8opeYhyR1naq33l7lrDkdOuBWIw1E+HkEq0J0GbEZqjzvh4ThhcCsQh8PhcBSEc+N1OBwOR0E4AeJwOByOgnACxOFwOBwF4QSIw+FwOArCCRCHw+FwFIQTIA6Hw+EoCCdAHA6Hw1EQ/z/oGdQRJqRLWAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='$u-v$ Distance', ylabel='Amplitude'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Plot uv-coverage\n",
    "obs.plotall('u', 'v', conj=True, export_pdf=outpath+'uv.pdf')\n",
    "\n",
    "# Plot visibility amplitudes, phases, etc. as a function of uv distance\n",
    "obs.plotall('uvdist', 'amp', export_pdf=outpath+'amps.pdf')\n",
    "\n",
    "# Plot baselines\n",
    "#obs.plot_bl('AA', 'SM', 'phase', rangex=[4., 10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define prior/init and noise budget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prior total flux: 0.76 Jy\n"
     ]
    },
    {
     "data": {
      "image/png": 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yFYYl8dhKSY08E5ZDuqzC1yZSBBsTekqdQ7dbhTiaCbqE3jLztUvmWZGXRSbyFUT8MsaVmeuj9TJeeCbwtYNh1HloTDRB9w892Cw10r/12ibzHLVSBpnIVwhFnvh0wZRV+PhiGHUO6QE9irA2yTwr8rLIRL4CSClxS9pFA/pWiUjJBL62UKTOy0S22GeiFp3PYm2GJ66t0q4UVozIReQ+wDuAS4G7A39W1aNFpAG8HrgNeLDf/hYRORB4FPBLYFfgA6r6/cR5vwxsZTb9o6r+aQkvpRKKlHiRGreRKVmFjz9i1TwosqXseSyJrx1lnhV5WaykIt8a+LyqfgVARK4SkbOA/YDzVfUCv/2hPv3dgENVdUZEHgl8FNgpcd7LVfWoJS/9ECirxNfhvPBA5Lbf8OyFjz+qqPOwLyb31L61Odjz2ijlSmPFiFxVfxRtqgG3A/8MXC8iuwLbAB/w6d8Zpb2t4NT3EJE3457p61X10yMt+JBINfYpUuIpErcDAWcS3zTQT53b4efAPSsB6ueWsGPyXjvKfPWXcDVgVXjkInIA8HVVvUZEdgBUVf9DRJ4AfAHY06QV4LXA6wpOd7KqXuTTniYixGQuIgcBB43+StIoUuINnAofpMRD5WY4V3zujPFFmYZEAZbMU7bL2lPmua+VslhxHhCRvYC9gH/1m24FfuiXvws8RkQmfFoBjgdOVdULU+cLJO5xHvC4RJpTVHU3Vd1tNFdRjH5KPK7UtL54JvEMi6LfPjwf4VkJX3hBEKw3c1tpPqhidHUgeORlpsVDRA4RkW+KyLdE5EoROWRA+ueJyCUicrGInOD5aUWwor+hiOwP7INT2HcRkT2AbwL39km2B36pqvOezE8Evqqq54jIM815dvDzLUTkbSaLHXGVoyuCQTHicYRK6LlwEImXCTfLGD/Ev/sgMu/3rKWioFYnlo/IgZcCz1XVxwHPAP5dRB6RSigiDwFOwPHXI3ABGK8cVUGqYiWjVh4OnAZcjFPOmwEfAg4D3i4iuwAPBJ7vDzkeeDrwUP/Hdx/gDBGpAd8WkT2BG4CdReRo3NflHQFL7MuGftEp8YsVLJWyJJ6xacN627YS1CLYLEUSce145staoheo6o0Aqvp/IvIXYAfgokTalwBfU9WbAETk48DhOA5bdqxkZeclwOYFu1+aSP86Er64qrZxNzvgmXGa5cYgT3wxSjwjA6qRuZJG7JmvvkZDyxt+qKpXhGX/xX8bcG5B8t2BM836VcCDRWSdqm5culKmsSoqO8cJg1psWgLPSjxjMVisMk+R9uoi80qVnduKyMVm/RRVPaVqjiKyE84p2Ax4tqreUpB0O+CvZv0W3G3eFvhN1XwXi0zkI0Qg27gDrKJm95nEMxaLxSrzFGGvLjIvXYqbRhG8oKpXAg8SkYcBZ4vIU6MAip7kiW0rUuGZOWJEKCLx9dG0zk9lo1PyD5QxCFUqQMPzFz+XtvJzdam70VR2isjZInJbwbTAPlHVy4CzgNcUnPJGeluQb4Uj9hVpRb66frM1jjjEsEiFZyWeMWpUVea20VBqEOdU/PryY3Qeuao+qd9+EdkG2FNVzzCbb8e1QE/hR8D9zfqDgJ+uhD8OmStGgn6tNa0SrxInnn+YjKqoGpoYlPnm9D6bqVjzlcOyhR9uARwpIusBROROuCi5b/r1bUXkOyISiP2jwH4iso2PnDsQOGkUBRkGWZEvEqkIlSrN7jOJZ4wSVZQ5dJW5be1ZpNKXH8satXID8FXgmyLSxFklHwc+7PevAx6A+++7WVV/IiJvwEW1tIELTNplRybyRSCOUCmKTslKPGM5UZXMMelj8m6x0jHmy9NEX1VngCP9lNr/G+BO0bbPAp9d+tINRibyRaJIjceDJWcSz1hOlCXzuGOtMLVwz/PKknjuxrYsMpEPiRSBpyyVTOIZK4Uqyjwo75aZVofFkom8DDKRLwKBzBuJKR4UIpN4xkqgDJlj0sSEXqfXYlleZEVeFpnIh0CsxmN/PJB32Bf3IZ5JPGM5kSLzsDyBo8s67pkNdkusyFcuJDETeRlkIq8IS+KxGrfeeIgVD2SeGtknk3jGciEmcOiONARdi2Xep2uw0GKBhX2ZLy2yIi+LTOQVYKNULInHSjwQeCDuTOIZqwFFZB6UeXhmJ3HPs634DEp9+Ss+88ASZZCJvCLKVHDGlkrR8GwZGSuNYK2E+ZTfHrRwC/dMw0qMLJQVeVlkIi+JWjQF1R1XclpFHiyV1LkyMlYCKb9c6LVY2jilHkg8WCxWlQcsPc1mIi+DTOQVUNQMPxVqmC2VjNWKQRZLIGxrraTizLMiXz3IRF4CqWb4sRoPIYaxpZKRsRYQWyw2iiVUfDbpPvvLF8WSibwMMpEPQJl+VBo4b9GGHIo5nsRyRsZKoorFEio+U42EljaKpdLAEps0MpGXQD9fPEepZKxVlLVY5ug+78sfxZIVeRms5ODLdwHeAeysqrv7bR/DDaocsBPwcFW9VkSuBa7123+nqs9LnHNr4FjgV8COwJtV9Y/DlrFsr4YpSyUTd8ZaQ3hmY4tliq42btMbxbK0Fkv2yMtiJRX5PwBfAXYx285V1dMARGRL4FRVvdbvO1VVjxpwzncB/6uqXxCRpwDvBV4wTOFSUSr9muDnKJWMtYiUok5ZLIHAbfN9uy9g9LSbibwMVoxjVPV04G/RttPM6otx/QEHPEZEDheRY0Tk0QWn3R+40C9/z68PjX7N8G1FULZUMtYy4ud1AvcsW4slCJZUe4k6S/mcL9vAEmsaq9Ij9yNu7AOcaDa/SVUv8iN4XCoiT1bVX0SH3pnun8OtwB1FpK6qPTUmInIQcFBR/nGUSqpTrGypZIwrUhbLJF2LJUSx2Gb8NZbCYsnWSlmsSiIHngqcpaqdUarDSNaqukFELgf+HoiJ/EbckE23AFsCf4lJ3J/jFOAUABFJjYRdisyzpZIxLhhksYQIFtsPS9wfy8grPlWhlaNWymC1cs0LgVPDiog8XkT2NfvvC/zS7/s7EQn1L2cBe/jlv/frlVCGwIOdki2VjHHCIIvF2izxZMf4HOmz326XmzZxrGTUymNxFZF/JyJvBU5Q1Y0isgvwC1W9zSS/EThKRHYF7gp8UVW/6/f9B/Bl4L+ANwPvEZH74aJf3jBM2QaReWgskRv+ZIw7bEOhSRZaK6GR0MgJHJ/ZfCbpMlgxIlfV84HzE9svBy6Ptl0JPLPgPM8xyzcDLxu2TIMIvChmPBxLYjkjYy2hqKFQqofEUPnfpDeCZXSNhDSr7ZJYrR75iqGoOX5Q4YN6NswknrHWkWooFFT5PO49CH2ZB8FjKzxH6pVrJvIyyETuEfc1nupPJajxoFBSFZwZGeOIOBwxrvQMFksgdBgBoWtW5GWRidwgPICWxC2ZBy8wq/GMcccgVZ56R5qMkMRDhjlqpRQykRsEJR4r8mClpLzxjIxNBbFXPslCRR56RhxNM52syMsiEzm9Ne4pbzw8tFmNZ2xKKOOVz7HwXWlFxwxNxTlqpTQqE7mIbAesA36vqs3RF2nlkPLHbRPkMGU1nrGpIqjyooCA0VZ4Lq8iF5FDgKfjLvNOwCmq+oGCtHsCJwE3mM0f9F2PDMrnLrgovF2B7XC364/AFcAZqnp91bKXInLfZP7twEt8pi1gMxH5NvDaYTJebbAPZpEqL+pTIqvxjHFFipCDmIn7IUoR+qJbfC6vtfJS4ImqeqOI7AhcLSI/DK3KEzhWVU+tkoGIvAV4DXAprmX6Fbhvjy2AvYAjRORU4C2qOl/2vGUV+buBHwDvVNUZU6hdgGNE5LWqekvZTFcbBpF43Ngh96mSsSkiPPMtuvZK0ftiRxEa3lpRmF/Wys4XqOqNLmv9PxH5C7ADUETklSAiR+Bu3z1VdbYgTR3XFuYdwJvKnnsgkXs1/qGU6lbVy30HVNvg+jdZk7Cfg3Gooa3gzLZKRkavvRIqPm10V5PedwrWhiJX1SvCsog8E7gNOLfPIU8XkRfiLv/rOIXe75/n86p63YAytID/FJF7li95CWGpqu1A4iJyXxHZTkS2FpFDRWR7VZ1V1d9XyXQ1ITyUKRvFRqqEdDGyMs8YdxQ996GPIfuuFNUtDYUQR16ur5VtReRiMxX2btoPIrKTiFwFvA/4pz5Ow19xXWY/EXgS8ATgPf0vpz+J+/xf5NNWsqurVnYeCfwbrsA3+uUXVzzHqoNtkm+VRdySM9U5VkbGpoTw7M9TPFCzbbK/aGOkvCK/SVV3W2x2vjuQB4nIw4CzReSpKY9cVS8DLvOrt4nIe4DTReQNttdWCxF5W4kiHAh8omq5qxL5ZcDvgAeo6oEicnjVDFcb+lXaBPIuUuMZGZsygiq3yjxuHGTDEStDGZm1IiJnA48p2P19Vd27J2vVy0TkLFzF5PNLZHE9sB4X7XJjQZpXAOcMOM/0gP1JVCXyhwLvB84VkXXAvYfJdLWhqDl+GDwix45nbOroF1MeekWcp9tsP7xPi6NhHVkcuao+qd9+EdkG2FNVzzCbbwe2Lkj/Glx4Ygj+2A73//XnPtl8WFWPGVCOI/vtL0JVLjoWuMbPHwV8Y5hMVxNSHnnob9xaKbmSMyOjF7bSM7wr1p4ciUc+3yo3LR5bAEf6EcgQkTvhYsq/6de3FZHv+AHewcWAP9vvmwAOAT7XL2QwJnER2UxEniMiB4nIlIjsNIjoi1BJkavqz4Gf+9XzROSAYTJdTSiyVibJajwjw6JIlYdQw3nSLT0XheWLWrkB+CrwTRFpAlvhxgz+sN+/DngAzj65GfgI8BZfObk5znZ+Q9nMRGQP4EycVd0APgOcICKfVdVPVi18pfssIo/HxZRvi+PALYEvVc10tSEVA5tbcmZkDMaglp6LIvJl7P3QWyRH+im1/zc4/zusfw/YbxFZHgs8TlWvFJHz/BCW++G+ACoTeVVh+VzcoMgnA/cDjq+a4WpDyloRM88hhxkZXfQLRbTvzkjCD2Gch3pTHyED7sMmxJAPdTFV7/HPVPUvQF1V54A7DpPpakJ48Kz6th1kQQ45zMhIIfWOTNKr0hetyseXyGdF5IXeXwfAW9UzfY4pRNV7/FgRuQSYFpGPAjsOk+lqg33gAolnWyUjoxzsl2vc2nPxlZ1rkqTL4JU4T/5kABG5FRfC+NRhTlaVyJ+Dq9P4Aa6DmeOGyXQQROQwXB8HN+H+LF4CnA5sZpLtBNzN9v3ij70WuNav/k5Vn9c3L6p54lmZZ2zqKOo/xVosVpEPDdWxHVhCVX8pIjsBjwTuDvwG+KHqcGPblb7PInIlrqeuMH0ReCHwzmEy7pPPXXCdxWyrqm0R+QrwDOBTqnqaT3Nv4IiYxD1OVdWjSufHQn+8X5P8jOVD1a+hZHO6jGWBFUDxO7UojOmYnSLyeFX9JvD9aPvhqlpZIFfhqsfiQm42Av8E/ITF1doWYQMusH5Lv7458NNA4h6HAMl+goHHiMjhInKMiDy6TIYxiWd/fOUgZlrOYzOGQ/yuhJDdkZH5+Hrk/ykid7YbRORpwFCt5UvfY1W9Gfi2n/D99b51mEwH5HOrt1ZOE5E/AL/F9duLz3dLYHtV/UnBKd6kqhf5wP5LReTJqvoLm8B3qHMQ9PanEpYDcWdCWB4sxX2258xKfelh73d4l8LYnkNjvAdfngHe48d0+CrwQeD/4VqTVkZpsSki97Prqvp/uCb7I4Xv4/wwYH9VPRDnk9vOZl6MC9RPInRwo6obgMuBv0+kOUVVd1PV3UJnPxMM7lslK/PRYrnUc1bpo0fR+2FbRIeWno3FZDS+inxXVX0RsC9OrArwIJahsvNkEbkPriXSFbjOXX4iIus9aY4KdwNuNv36/gG4J3T6Rt8HODEk9tvurqrX+wZLk6oaOqa5L/DLfpmFT8DwSRg+EzNpLx1WilRDvlmhLw3COzNhpkVVeI5xZSeuZfyNwG44d2B/4HG49jk/rnqyKtbKXgC+w/OdgV38/HIRaavqA6pmXoBzgP1E5ATcYBUPAQ71+54KnBV1E/lQ4NO4KJYbgaNEZFfgrsAXVfW7/TKLY16zP760GIbEJwbsLz0elilDJvPRIbwjduQg64/nwZeTeDRuzM8Hq+ptwGdE5BXAEQwRDVh2hKA7quqfodPh+fU4Xyfsv2vVjIvgO515VcG+Lye2XY4j8dCX8DOr5hkqOuNOgDJGi7L3dBBxD0pfhtgzmY8e8fsTvnaH19Rj7ZF/XlV7eE5V/1NEhooCHEjkPgTwrSJyRqxuReTvgKPo9bDXFMLDN2HWU8jKfHgsFYEPOs8gQs9Wy+JQFE8e7mtQ54sSRWMUfigi/09VL/CrPy8YaOKWYc5d1lp5M/B+EfkCrr/dFq6f3t8BL1fVPw6T+WpBUBHZHx89yrzEoyLwovOWIfRM5qOB9cnD4MxD/77jF7VyhIhc6q2Ul5MeZGLpBpZQ1Y3Ay0RkM+A+uDEXfqOqNwyT6WpCbKnYhy4T+uIwiMTLvOBlf4N+r3sZQs9kvjjU6N5fS+KLblg3RkSuqvub1RNU9b1xGhEp3RWuRdX+yG/HRayMFULIVLwtY+nQ7/4O8+LbY4pe/UAwGUuDCXr98BCGODTGOGolkLiICK5b8JvUYQG5l8EmLzpDhUyIUMkVnaNBv3tY9HIvusvTEufpRyz5d1884q/bENo7NObb5aY1BhHZWkQ+i2spfwOwUUQ+Y0YgqoRM5CzsPzljcahK4v2It1Zy6ndsmTIEZDIfDew7tWiPfDwbBH0SuA14Ai7Eem8cqX9qmJMNHasvInXTaGfNIjWIRPzgZXIvj2FIvMy2QehnraSiK/rZLNkvL4/43k7QvXe2J8ShsTZJugy2U9WnmPWrgQtE5KJhTlbpHovIF/wYdQAvEJFXDpPpaoJt2WltlUzeo8UoSFyiqQhlz5vrQUYL20dRGGRiUYocXPhhmWnt4XdhoOcAH0xynVl/0YKjClBVkV+hqp8AUNVPiEhyfLu1hEDkYTm35hweReRahsSL7nk/wu7XMVY4XzvaVlaZZ1U+HMJ9D1Erix5YYkwrO3F9SF0uImcBf8GFc++NG/w5xJcfCHyizMmqEnnc/81QMY+rDbZ2vSzBZAyPQfd42C5sAywBx+Rd1IglY3ik7nHAPDmOvABPxsWRb+UngB/iuu3e3K+X5teqRD4nIv+D61b2Pj7jNY1M4qNBWTU+LIkXkUEZNT2IzLMqXzyK7vGi7avxJfIPq+ox/RJUcTyqxpEfIyJ74zqqOktVv1Hl+NWK3GXtymAQiZchAZvGkvEgMs8YPfop86GgjC2RDyLxsmkCholauQH3zvxMRCTqiXAskEm8GoZV4/3OMYySi5V1P0VdVpVnVMNo/zDHevDlkaJq1MphuL7A/wU3KPKxS1GolcKoGqRkDIa9z2VIvGz8eHysPfcwv22OK6+Okb1HQZGPZxz5SFH1fm/u+yW/SlXPY8ieulYTbEu0jOoYRo1XIfFBv01qf1k1P+xxGeWw6KgVFOZb5aZNHFXvcXjWwxfr5kUJMzKqYjENsfqR8mJVecYKYYUUuYjsKCJzIrLngHSvF5FL/HRYifNeKyIfE5FnicgdRlVeqO6Rz4vIOcB6EXkEcOkoC5MxGhSp5FFXZozCG1/MMTGWyvfO0SsrhRULPzwaaPZLICL7Ai/DjZQGLib8KlU9q89hD8E1yd8XN/DyH4CzgXNU9ZLFFLhq1Mq/maiVH49L1Mpaw7C+bdnjBpHWYnzjfrZKKk2/bVCuOX7ISxNpcjTLKscyE7mI7I7rA+VPA5IeDHxOVWf8cZ/F9TFeSOS+H/Iv+wkReSCO1N8tIvcHzsfFln89jMhWFqWFj4jUPInfE9eV7TerZJQxPMo2TV+q/JY7/xiDPPJRIvvkqwiqK9H74dv9NAi7A9eY9atwAymXhqperar/rqp7Aw8APg/sAXyvynmgpCL3fs63cJ8b1wHbA8eKyONU9ZaqmQ4LEXkC8AzcIMuqqm+P9k8D78WNXLQjcKyq/ny5yjcqVCXLxZDPqEPuhg0bDBimUVa/Bj85rHCNo7wi31ZELjbrp6jqKVWyEpEnAT9V1d+6bsL7Yjvgr2b9FuDOVfKz8IP3fM1PlVHWWnkj8BZV7QxN5NX5m3CjPi85fAczYdTpWRE5Q0Qer6r2y+BQ4HpVPU5EdgI+BjxmOco3CoxiRJ2AFAGmXokqLSaHwTB9qCwVste9xqBaJSLlJlWtpIgt/CDyR+CEYlmsmsep7JepWBIHUNVzWcwA2dWxB3Cdqs769e8B+0dp9gcuBFDVK4GdRWTL5StidQyyLCbMZLGY/rnLHDNBcd5FGJQuR4xkVMaIolZE5GwRua1gOhf4Z5w3fXPJkt1It48U/PIgX33JUFaRbyjYfvuoClICdwb+ZtZvZeGnTFGaW20iETkIOAhWLn5yMT0FFm3rd96AIgnRLjintSgyMpYVCtoejehV1Sf12y8iJwMPEZF9/Ka7AP8hItep6tMSh/wIuL9Zf5DftiIoS+T7iEiK8x4FvGuE5emHG4EtzPqWflvVNHjv7BSAO4ss6+fRUnUuVZVoY+vEDggQEJN71Sql1abAV813cEZpLFfQiqoebNdF5FrgUFX9tl9/IPBBYG9VncfZvO8TkeP9If8MlB44WUSOV9WBsedlUZbIm6TV99yoClICFwLbi8iUt1f+HviwH+Oupaq34kJ/9gC+4z3yH/vtK44yBF6m9eNiKwahP0Fbgo/TxOfv944tJ4nn8MHxhCq0l7mm2rePOY6uIv+iqh4N3AEXWTIJzKvqOSLyYLoRJh8fEEMe40ARuRcujvy/F8tTZYn8cFVd8NkgIg9fTOZVoKobROQVwPtF5E+4QS6+KSLHATfj+n05EXiviLwVuC/wkuUqXz+kSLwKgcfd7FbtpySGfTfUnC+QdYrYU8S/FGSd+pOpmk/RH1PG2oICrWX+AVX1ImDPxPYfAHeLtp0AnDBkVu/B8dX+wEkiMg+cBpztFX8llCLyFIn77YtqjVQVvgHSN6Jth5vljcCrlrNM/TAMgVvyjom7DLED1AqYL3ymhh+9Hc1j0o6JPUXq9vhhMWjwgX5kPmo1nol/FWEFFPlyQVXf6xe/DHzZRwF+ApgUkdOAT6rqxUXHxxh68OWM/uinlIsI3BL0oO2BrMXPJ8xJBxE5uDYUE3SHO2y33cPQppe4g2IvIvVY0RchLpJSbDdVtXHKpNOCNNmWWd0Y144NReQU4Cjg+cALgLsCpwOfAv6Ms14OVtWXlTlfJvIRo6wK70fUqW21miPtQNi1Wpew4/kgtNsL52F53o9l2273EnRM6gEpQh8FFmupwOjUda4kXRmowoiCVlYjAoH/L65vlzNNaDUi8hbgsrInq0zkIvJQ4E7Az4DfjePAEsOijAovQ+Ap8q5FE/QuW5IfhNCiWdsLydxOMakHQg9ltCo99t2rImWvVCHzfiRepMYzVj/GSZGLyN6+/Q244TIfr6pFsef/iOt3pRQqEbnvqnE/4HrgVOAQlqll51JBGU79xRhE4lUIfKKeJu8wpcgdehV5Sp0XKfGYtAeRerBfgkoP1xK2hXtRldCLyDycP4XUe15WiS+Vgs9wWCwHj+FIb+8RkTncK/ImYKdEVwAK/AWn0D9f9sRVFfnmqrqXiByhqueJyKMqHr9qsZhIjCIStyo8rsSMCbxuCLpe7xJ0vZ7eHpM6DLZYYiLvR95zLbev1Vq4vZZQ6TFplyH0lE9eVPFZ9n2OyXixajx/blbHqLhX1T1/Y4SdKd/Z4N9E5GWq+oUyiasS+dgPLFGV0MuSeNhep1iBB6LuNy+yWmKbJQVbsWl98UDWgdhbLZdX2y/Pt12XF+22yyMmdHAEGq4n9tDtPSpDjIOiWPodZ9Evr6zGlwYjFdAr1h35kuF8P8JaX/h+pXYF3g8sCZGP5cASw6rxfg11YivFqvBJigl8og6TZj1MZQkdyinylG1i1Xer1Z3C+pwn+FYrTegtuoQeIxBlWdvFEms/Ui8i4FQr1YylRXyPR3HPxyz88OgyiVR1A/BdEZkdmNhjkx9YQukqQOuVD/LNq5L4BAttlElD1JbAG42FRB7IezIi9dgzh/7RK/08cUvaYbnZdGnrLTe1Wi6/Wq1L6EG100rbLW3SI9yXRdV3eRCJl1Xj2VYpj6J7vBge1jFT5H6c44Hw3aGcjesyvBSqVnY+VVXPBM4dmHgNQXFqMpDLIGWeIvGUlVKkwmPF3WgsJPR4eyBue7wldBtPPkiRxyQeSNv64mFqNHrXm80uoc/5cW8DmYNT563IbrFIvdiWMIft3rZfZ2D91jMWj9Q9Dn/ki73f4xR+KCLvBU73rUT7YXvgJ6r6irLnrmqtvFVEHgN8RlV/XPHYVYlA4oF0bevFlCovUuLhmCIST6nwmKjDerx9slFst5T1yVP+eKzGYxtl3hO3JfJazVssLag1oRXl3Wq5Gxp75/G9LKuC+xF7FQ+8aFtW46NFTOJhfRiMYdTK0cAXfHP8C4Bf4XprVVxnf9vj+pDaBhd+WBpVifyFwLXAC3xXsOep6ukVz7GqYNV4UM1FqKrE62FeSxNzTNz95lapW598sr6QxOO5fRmKSNySeSDxliHyMA8eebPpyjTXdMsSEfqcJ/QyVku/AR+GIdRM4iuDcI8Dic+xSFWu0FrObvmWGL5jrH1F5FnAs3GDN2+HewVuxA2heTpuLNBKt22YqJV5YBY3Zt39fcZrFoHIQ/P0WJWXQRkSD6Q8UYepRpecw3KYYgKP1XnKapkYkshtNIpV3XYKxG3nzabPr9nNu97qbu+5NwVWy6iFVr/zVSHxjGpI1TdYEg8V4MNAGS9rJcCL35HyZlUi/wyuj++zgQNV9apRFmYlEB42cGQcKiZjFKnxIhKvk/a7GxFxTzZ6ybxeh+npYqtlstGNdAmqfKG/0nsFnbX2PBORHLfRKv2UeNMrb/tHEhR5reb2Qe+fiLVainzzMqo8hTJ/BEVp+hHLGPLGiiC8Vy0Wp8jHzFpZMlQl8p8BL1stfXyPAtZaCaq8X7jbsCQeyHhqeqEKn5p2aaenFxJ9yjOXjlczaWo9fcmsNI8Rxx+25pF2m8nWHLTbTLVazDW7lZzNZncefw1M+PmM+f8Qr9IhEcsekXm4h3Y9WeQ++4Y5JpP40iL2xhetyPOnUymUInIREd+nypuArURkK7/r5ar65qUq3HJhni6JQ3GFW+yLY9YHkXhQ3+sMWcfEnSLyjiXTMORdrzvirted+u6Er/iSDiRyNeb4vDHJ55lszjLZaqGtdkeFNxowM9Odp0g8TB2bp5nI35C59U6LRrqvSuKD0mdOWFrMR/MQ2jv0fc+KvDTKKvIfAo/ANS/9NV1uuyewpolc6VURgxBXboYK0pjEYyslkHRQ5GF9erp3OSZxaYR/hClH3o0pE74SyLzWJfSOtxHFewSzsWOrzEc1nZ7QW1PQnENaLaaaszSarY4i7yjzGWiaSldb+TqwB0ZP5sHGwtz3pbBXoByRZDW+OKRCEIMqH5aLVZd/YInlhohMAM/CRatsjRsk53vAGapauoOCUkSuqo/wi69R1a+aQuxXusSrGPZBC+o8Rtzox1oqgZRqifBCS85T011FHgg8ReiNhlfgjYYj7sakU+KNRpe8gzKviWFUY6/Y+YLesiyJ+w4tWnN+3oBGC5qz0JhEZmaYarSoz7SSrUzjcMdBPTDOt10FaFDhZUISLaqQQlkOyCQ+OtiGQKNoFLQJKPKP4yzrU4G/4oaU2wc3yMQLyp6kqke+Liz47mz3Ar5W8RyrCrGnN9knbcoXt3HilsDjaf36XjKP54HMJxt4RvcE3pk3FtoqHTKvdQm9qHnngvb5xl7xHjnNue56c9LJIR+uMlGfYV2zSX2m7ayVGUfeQYnXTfRMP3ReTK814pe8SJVnAl99KPpNwlfuPN3olWGwEmN2rgDupaovjLZdKiIXVDlJVSJ/QFhQ1SsSXTCuSQQfr06X2INatB1eBSSb3UeVgcETD+SdIvFA7mE+Me0tlOkpT+CNXjLv8cgTPnlnKvhdAnlbe6XVgvaUI+2gxFv+C6A11w09qdWgPslkbSP1eqtD2jOeuGcMgadUVLvd2/+5emUOvS/6Yt7bKsdmEh89YovS2pbDYhzDDyN8X0Q+hWstfysuKvAJwKDWnz0oW9n5WuBQXEXngTh+a+FGrV/zCETezye3ajwsT9D1xWM/PFRsWtK2dopdn5om8lnWLVTjjale8u545YHEIzJPISbx4I1bZd70bfKbsz5wfNItd0zyCWRmhnW1mWSL0s79Kvgg6FmP/PJhvPJhiH/8uWF5YVtvhveoZaZFEfmYWyuq+kbvbjwauAdwC/DvVVvOl/XITwROFJF/VNX/rlrYshCRhwNvBC4GHgkcr6oX+j+PQ3DNWcFVsh6tqqdGx5+E+WoADlHVK/vlaVWEnYpiyfv54hOmkjOEGAYyDwrdkvkCEp9e59V4TOaNbkVnGWulFJHH1sqkq8EMSty2/KnXobaxNyqmNsFUbSO1Wrvn9PF8vt07jxskBb88dJMA5cg5E/jqg/XErTgatkvxTcRaQVWvwLXq7EBE/kVVP1X2HJWslZjEReQAVf1SlXMMwDuAU1T1SyJyAK5vgifiKgMOUNXrfb5fIt0y6gZVfXmVDBVo4m5EiHmNKzyDAg/LgdCtL24b9sREbRW5nU9O1xxhr1/nSDrMg7UyPd0l8GCzLAg/rPXGkxeFIMahh+121xtvtbrWSmvOeeXBZmk2Okqcpif4mW5N52RtI+tpJVuVxkPKhUbH822oG5uFVm/FZ9zfTYzF9oaYsXikfpegzG3YYZNFEDmbRNTKg1KbgYNxAzGXQiUiF5HHA+8GtvWZbQmMksj/iBsPFD+/BEBVLzRl2AX4hareljh+Cz9oaQu4HTgpFcLj+4k5CFxFpf0EDL5eCtYbr9Ot5KvXe6NVrM0y5b3xWIn3kHhQ4h1FPtVV5rbSs17v9cqttRLWoUTUSvDHJxdGrQRVHuyUWIknMNm+HWgvUOJTpjdFq8Qn6729L2oNJtpdgg4RLYsl4Ezgywfbj04LV8lp7ZVhTzru1grOCz+dhf3DbV/lJFUrO5+LC405CHgf8PqKxw/CW4HPi8j9gD2A1yTSvBo4puD4zwJXqGpLRI7DNWBakFZVTwFOAVgnouFhm6PYzwtWSspSCXZKyjqZ9oq8R6Wvr8H6zbrkXUTm1loJBB7iyS2ZT9Sj0mHmeJ+o3Z0HQ6nT0cqcI3Vb4Rk6V6lJ9yvAKPHYxgnKHHorNMN6vykodFh85Vg4R8byIPbHw2Sb6A9N5GwSRH41cJiq/tluFJFK9Y9VifxnqvoXEamr6pyI3LHi8QsgIgcDBwC3AfcGXuV98Z2A/xWRu/hWpYjIdsC0qiY7XFfVS83qt3ADQxeRvjuGri8e++UBQYXbeSpKZcpEqsQNgXo98XX9STz44x2f3IceWjU+2SgomTWCYtjYv3mYmISJeXeuTicrnsTrs8Yjn43Ie6I3Msa/bZPt25lutzvkPD1twtX9ttDxVr3uPfJWV6HX2r1/RbYL3DLIBL5yCO8PLCTxteaRi8iOwFXAE1X12wVpDsQFgNxiNr9VVb9bMbsn4tyDHqjq/lVOUpXIHysilwDTIvJRYMeKxy+Aqp4MnAwgIn8C/uB3/QGYipK/AjjJbhCRewC/V9V5ETleVQ/zu3YEflmmDMFWseoiwFZ6djrVMo1iUmTeSHjlYUoq8U4Ii7FV4srO4I9PNuiaO7ZdadzlV0zmtipqku7r1gbmYGKiG37TnDV2zcbi2PTOqbvSe6p9e9cyiVT3VKv7EdDZXndzqXUrPlOqfBChZxJfPhT9DoHMw1M1EkW+Mj/s0Th7fxAOLSL6shhVv1VVifw5uN/oB8BLgeNHUQiDg4B3i8gVwIOAFxk1PgXspqpHRcecBhwOfBfYVkSOBTbguth93aAMYxWeIhFLkTW6vQ8G3otVuI0dt4Qu042Fynt6qkvi0+tMGOJkL5nX6yCTdAm87ksUyDyeUrCKPFzxHNDw22Ydoa+rQ71pCD0o8pnEKbWHyGnPM92e6ajv0L95IHHb02LnHhrij1X5YkggY3lg35kghuwTNqw7shIDS4jI7jh34E9LnM/RBbtmgd8C56jqH8uer2rUiv0EeL+vNPxZlXMMOP+XKKg8VdVZ4MmJ7Y82yy8aJt/4gUv1D9GhyEQFZzz2ZlzJ2ekzZXpdr+JeMJ/uVeaBxCencaQ9RS+B1/2UinBPwVYnhtevTpfQa3RqCyZrg5U40IlHhw5LS6vFVKvFvLFWAomHabLu1HiwVTpjgba797ttriqr8dWH2B8PT5EVR4ut7FyBgSXejhOUTyyR9mAReTvukr+gqh+ukM/9cJbyRcBvcDHkjwC+CjwF+LCIPFNVzylzsrINgm6m1wuCbtTKKaWKvYoRHrgwtzXw4GgvEIrtYySo8ThKZbLRa7P0+uIlSNx65DJJl8An6RJ4g27nu8FqiSs64zHrrW4Kr90k3YDLSZwg8OecEFhf63Y2nrx57V4iB9eLYvt2Gq12ctzP1LBy9XpXlU+0u3HlYx59tuaQ+kO1lkrsjy9KkWsla2VbEbnYrJ/igxpKQ0SeBPxUVX9botX6H3GtMU/FRdh9W0QmVPUDJbOrAf9kw7dF5GnAP6vqo0TkhcCxwOiIHHi1qn4u3igi/1zy+FWLWD0EZZEiEEvggdBTPR3G/Y33NrWPmt3b1puxEu+QeIMuicceeazIizxyzJWFVy9o3Tl6Ff1s9xzis4xrnWzHW60pt9xouDevMQmtBo3GzAIiT/VtPlnvDuIcVLntOrjVLc3IRxbKWBxiazKu5FzGqJWbVHW3YfMRkRouOOIZZdKr6tlm9UYR+QAuyq4ske+DiwK0+B/g0375MxXOVbplZ4fEfXPSO+Eslf8qm9Fqhn0QLc1Z6pqgd1xKq8b7jQA0Me0tFauyk4o8quiUSVwfZQ0zxao8uPaxTw4LiTxW44HAg70SAjBtFIwZJWIaF62SjEkPityT+/Q6aLeZaLVotFpMT3eJPJB6IPRQzzBRdxEsEzV33635E9srRf2XZywt2tGybbk5x8LY8UVHrTA6j1xEzgYeU7D7+7jGN19X1ZuHzOJ6qsV+/xIXvPFBs+3ldAM0tsXV9ZVC1QZBhwH74Qp9Kq7Z/BFVzrHaEMjCfgra/iFiwrBduNoh1yYSJN5o0NsKs6PGGxQr81iJhymQd+yTh6iVPnHkQC+Rh6u2inyAvy5tXyfqTcueEZutEp/qtgCt12k0Wv1HGqp172VPhKPxyjNpr07Eobu2JWeYL8ZaYYThh6r6pH77ReRk4CEiso/fdBfgP0TkOlV9WiL94ap6nNm0HfD7CkV6KfBFETkC+B1wd9wtC18E9weOLHuyqlErm6vqXiJyhKqeJyKPqnj8qkQcLmUrbQJCtEpsrwRFOdVY2HmW61M8ik7pIe6pXjtleh1MNFioxKfotVXCso2lmTQljcm8nZgH9R38cR+10i/6RXBlBGiv82p8XTdypeEtFtMtrrRaPWQeFHmYx8QeKj3J9sqqQpEaD13VzuLIO0yWzBcTR75cTfRV9WC7LiLXYsILReSBOPW8t6rOA08SkR+q6vkish7XpP7TlISqXurj1R8F3BUXbn2hqs75/RcAF5Q9X1UiD3ItcNzmFY9flWhHk6157yFzQ+Sd0MPI67Xja/a0yAytI3ua3Td6t01Y5T3BQm/c2ir9wg/jihr7s4WrtGrcvi0hTCBF/lMwodBo+1agDTevT9AZ+KI156+12VHo9XprgSKfiAi844/Xiu2VjNWF8H4ENR5IO5B5/HU7VB7L/DkmIo8AjqOryL+oqkfjBnx4AN3ogBOAt3lvfXPc6GnvrpjdDrgxHe6GU+V/AP5vmHJXJfJ5ETkHWO8v+NJhMl1NsPEcNmol9Ulo1bi1VSwfh7kbY9NaJoluaeNtnRDDyWjeMMs2SqWosrNfHLmtBQiEHld2dq7Y3AUTaDbZhobtcMv3Z96ac8uNprNbGs5mmWjUqDfbPSQ+WYc5Q+IpeyX+AbJPvvIIT1BM3nMsVOQjiVpZ5s8vVb0I2DOx/Qc4wg3r/4OrnBwKIvIUXJci/wNch7NSLhaRF6jqmVXPVzWO/N9EZG/gocCPcWPMrXnEijyu+IRuDLkYMo8rP+3U292snSZ7t4cWm2L970DeccRKIPGQLrZWYkvFknJRZaf1xlNBu1PRcb6bscaU90i8J96YdKMK1efo+QLx11qvNxfE36fuW7ifNnplkE9edazPjGroF3IYyNyS+qjCD6FS+OFaw7uAp6nqeWGDiOyJs2+WhshFpIELXr9RVc8FzvXdzB6Fa1m55pEi8dQzZFVj3ONhL5EH68TbDnFfKZ3tPvylJz7cqm7riVsSr2KtQK9RYe2VohYXIU2dbldIU3Q89Qk/DFx93lsore4fUyD3Th/qs0w2mj1RPsGe6iFua13VFkYN5VaeqwPx8IixpRK36hxakbP8inwZcXfgO9G27/rtlVFWkX8GxyRb+75NXgH8BThwmExXO2JvPCBFOikSl05H5UaVdszzKIKlPkmXkGPytvZJEYkHZW7tlX7Wig3mK3pLAoFDb1xPKI9fD6rcfl101qOvkVqNiVq7R4n3tIiN7m1Aqu+VXOG5MgjEDb0jasUVm9YbX9TvNN7d2F6O6z32PWbb6/z2yihL5L9X1UMBROR7wBG+VnXsYB++Ip98wpB4itgX9BPeYa9JQ2wT5oAw2YpMq8rjKW6iHzfPL+ORS5909nvElkF71zuq3Fdu2psSttdmk/bKAhvFKPE50j55meb6GaNFP1ulKGY8JvHFeOQr0ER/ufBK4Ew/jOZvcKOe3Y5rnl8ZZYncBsmfHUhcRB6vqt8cJuPVjtTDZ7sesdNkvRuFUathlKgdks0Su9kugcAHqfFgocQkXrUb20CFqR5lbDrridt5nW7T/hChYnzx2lyvbWSutV5vLuD6ZAy5UeXW7c+VmyuPQS05F2unxBhXj1xVr/YhjSH88PfAD0P4YVWUJfJ9RCSEGj5CRLb0y4/Chd2sWVhdmgq4SzUIKvJ0u2M8TLipXqczluYCu8Ev96hpa5NYYrYkPmHS2kiVcCxmHve1Evb188cDWVsf3U7hD8bHoYfh5eJrDNvN14dEvng82XsKC+PJY+TIlaVFv9jxUFVepMbDMYshdGX5ww+XEiLyuIJdN+Gs68eICKr6rarnLkvkTbqdn59nto/th0/sB8aYqHWHerNE1CM1ezpmmTCsZZZ7bJVA2nFlpyV5a6fY42KfPIU4viMQsiXsSbr9sIT84tfXlKcTEO5tlHB91j8JBO998iLyTvnkRVeSsfwIajxUcAYit/54TOaLzXDMPPKPlUijuAF2KqEskR+uqj+KN/pR78cK8XNT5svOElGPQk1O0stiPX0rLhhQzkxhyGe7LV6PO84qukJLjxN0Xc/4PKlz27nPv2aVeaTSe/7AatQMkUut11aJkSNXVg6D1LiNVEk1yR+ZtTJGRK6q91qqc5ci8hSJ++2XjLY4K4dAV9AbfmibzoSHqqgBS61GtMFbLElSi0k4NcXkXTfbi4i2X2VngCXzcHzKRvEx44PKWPinZUjd37gFHnjisAmz3/4+Y/ROrzlYNd5MTKOs5OzkuYxN9Nc6yiryTRplFUYP+QTyDjuStXlxJ1dFStuq7DgNpEm8DJmHdLEqt+6zzS9uQGT+/lJfIfamRLK78wVTAlmJLy/KeOPWVhlJB1kJjJtHvpTIRF6A1EDMdqzJAIn4qpDI7HKH5MO+iWgOvUQsiW0xYadI3KZvJ7ap2VaL0qS89oI/iwKyTm0vUuM2eU+OkRQvqvjMrTtHg5jEYaE3HjrKKuoga2SEPn4e+ZIhE3kfDKrwDCgkoh7GkqJEiXnRMqS7qu1H8PH2QW9G6rhawXYz7yFw+zViqLfW/aOS6HQL/hBJ3Koo9/yOLz3iXg6tCl8S8o4wruGHo8aKELnvMexlwDHA41T1J377nsCH6A58emfcWHhHichJuN7HAg5R1SsT5z4MNwTdHYFzh+mAJn4oO355O63KF4+SHkMSKY1a9nxV+xQsSN+PcTPWDFKWilXjRf74UlV06gj7Ix93rJQi3xn4IQtHwPg98HxVvQxARD4KfMLvu0FVX97vpCLySGAvVd1PROrA1SJyvqr+tUyh4gcwPMi2stMS+HzbjTGZP/8y1jpSj7BtvRn3blhE4iMvV363SmFFiNwQdbz952FZRLYDplX1Or9pCxF5C+65uR04SVXjOrAnAxf6c7VE5GrgsUS9iYnIQbiRshdo11SjoM7UduQd5jHa7SjwLx4WrRCLeQ1S355xiGHYVvbYinkN8bZpfkFXLeIKzkDks8CMn2ISX6rKzlZ+TkphNX8TvwI4yax/FniPqr4H1y/BmxLH3Bn4m1m/1W/rgaqeoqq7qepu/W5A3MtbUOBhHtR40mqJNwSzr92OjL8FB7Lwb8R2G6XR/vgcZbeVRdEHc3x95ia0tXe5k2Z+wSEBgdjttn7/D/GubKUOj0GWSiBtq8oDmS92cOUyZSszbepYNiIXkYNF5BwROb1E2ilgN1X9btimqpcaBf4t4HGJQ28EtjDrW/ptA9GP9joWS1Djre6QlQt885jV+y7bHGzValyisqUs+p6It9m+6+wUj8KYIu9EPoOu19yT1O3p9+ESb8uEPVoUfafFXdMG8o7V+FJ447YcmcjLYdmIXFVPVtV9VfVZJZI/F/i83SAix5vVHfGjTYtIQ0TCyB1nAXv47ZPAA6kw7p1FTOJt3GeeJfAUmXdXvCptz6cZv50iy/BYpog23mYJVRPbUo+6TaOJbfGfQpn8AwuH67VTuHazL+TaTttT0LWvOuvpZBkjhv1VbT/jsaUyw9KTuC1TJvLBWKmolTsCr8KNg3eQiHzOD6UU8I/A06PDthWRY3EVpPfH9d0LsA/OhtlPVX8gIueJyLtwUSuvV9VbypZrkEbt4ekEmc93EsQkniL1IlUc555KV4vWoVxAXjzMW98rpfdvrOgPIkXghokjVZ7aXSYaKJQmY3SIJURZSyUo9aUm0dQ3YUYaK1XZ+RfgHX5K7d8/se1FBWm/CnzVrB+fSldYFoofyLjz/Hn8EJVmardhrtX1zQtZfoFS9wdICOxq4TpA60e0tkRCl9rCz2gJvqiy0547XJXNZ47i/O2Ipr482nKdRneuzfx5tVpuvdXqXLe9FaG+wf4Rhu3g18v8iBmVEZM4DLZU+tkqy1HOjGLkBkEGRRrVfm7Oe+JuefJutTwhhW0tmEjK9vmFy+02TLSiXObo9noY+jkJTeOFbtVSzSxD709Z8+eLu7GNVXWs0FODdNl+7uK/NnuNc+aa57t/YtGf2Xx0a2yFcc9vUeINzgp9dEhZKjGhL4cvbhH+WDIGIxN5hJjGYnNh3hN3IO1YobdaMNGac8TWarhefwKhxcutlu/AvIX7KQJxW5K1xGlbWYb1UGrMvn6K3F5ZUNjh9bRfB3MFZQj7/DmKrqvd7m73f1zz/p7NpTl+QRRQUOa5gnO0iNV4kaUyQ7EaXy6lnBV5OWQiZ6G6SBkKgd7a9IrNlNXSsxLUaiC4DsH75UbD2yuBKMMIPFaJp8gbur0htk3aCYr98vgPIm7yYb8KYkKfo/duzDlbxX5ptOYMmc91ydzvswQ9Z25PrNJ7olqiecbiUMZS6RdmGAudpUT2yMsjE3mEFJnHOjUm79lm125pNmG61UYCgTVnu4MSd4guIvRJS6bBVgkDSwTyTnWcFUoaxtO0r1c/RR5bKZa4Z+n9uLYf2+E19+s91zJfcI1dlW7vWfiqCcs9Fcak7ZZ+9RkZwyHuX9xGqMRqfLl8cYv8W5dDJnIWqgw7BR0aqC5UeM61jFeesFkmO/aKsRsWLHuym2zQJXGryuOh4GDhoBFx97axHx5gt1urxP5NxeQ9Z+Zx33fzEYEXXae7B9pq93yohDqGeFkjQrcBlUXI1ks59LNU2jiyDr9uTODLEaWSQibyctjkiTxFbylrJcSMBEU+13RTs9lV4mF5tgmTzSY0PdE1Z6E11WuptBpu3qy7Eegna7iBHJp0SXk2Km3Dbwv0ZodhKzv4sv3OsF65rdBsmnxm6X5sGzU+Fy581l1nc7bXVonIPGVDWb88bmQVShuQKzYXhyISj7+1Yj98uaNULJa7slNETgV2iDY/WVVvK0j/PFwYtALnA29Q1RXRFZs8kcPCqkGrV+0UdGkz8sebTUfegcwbTdBWG7HWSnPOEXZz1o9h2eyONt/yo9DLLAujVCbMNnBkbksaxvAMV2EVenyV0BupYq0VS+JzZtleve9xQ/3XRtPaKPNdMg/E3mwmbZU5sxwsltgj13avCRQjE3t5FPni8TMee+NWkS+XL26xEh65qu5ZJp2IPAQ4AXgIcDNuEPpX4npvXXZkIvfoZ69YEyJQ3mxE3vOG1MM0FZR4ILYOoc92R5uvz3YHZ56KFXURGVtPPBBzOC5QXNzlbOrbw0SfLCDsoMpjNT7nL9CQuSXtjjL3Xx7NWeab7V4ib/ZaLEWVnqnfKKMaUiRuq7SDGu/nibdYuXu/in/zlwBfU9WbAETk48DhZCJfOQQajIk7zK1T3NGura61EqaZGZie7q7XZ1pMNDxRN40qr09AY6pXnYfBGCatqo798PBzhVLaqJWC0Xt6rjLM56N5TOKh2ivuvHTWX/Rs74VbMm+G/V3Fbv/gZpsLLZa40jM0BLKlHOT8ZyxEEYmbWo4FDX+Wo5/xKljuPP24Bw8GbgOOU9XzCpLuTm+vqlcBDxaRdaq6cYmLuQCZyD36kXnsIgetGggq+OKNiNTrdVjXnO2SeNMo8easI+5A7D2jDxdFqAS1bVt51ugSeotyRF4maiVB4jpHjyfemcfbutu12eqpPyiKvbfq3NoqKWRbZTCqkPhqiVCJUdFa2VZELjbrp6jqKRWzvBr4lqr+SER2B84TkX9Q1csTabcD7DgHt+A+g7cFflMx30UjEzm9FJeyVOw0i3vQG3TJe2bGhYNPNdzyRB2mpt2+6WYLCQlmvCden4UZb6fEgzQDTGPEuNWm4dGexP10oZIzEHiVys5w3thWiSs7Z9zyfETYM7Mws9Gtz3g1PhPSBJXe7BXuZrJ/gnHYva3s7OeTZ6RRlsQDcW/wU4rM29F5lhsV8r1JVXdbTF6+i+yw/CMROQs4GNeXU/KQxLaqw26NBJs8kcc9g/cj8eCTd2gv8sSDZ95owuwMTNYdf6+re5KrTzryC5WcQYnXvTqv+S+yWs39U8TOCm26/bHEijyEKS62sjO2VSIlHsi7Zz3YKb0qfb7Z7kvcKQJvtbpXB73qO5P5YFQl8TJqfCUV+aiiVkTkbOAxBbu/r6p7J7Zfj7NZUrgR2Mqsb4Ur8p+GLOKisMkTOSx8+AOJh6juYKc0/bbwIjSASaPIGw2YaTjnZNLPGw2o1dpM1Td21XeZ4ePbba/MrY1iww7Dqxl88UnKVZQOquwMr7In8/lmV4F35s2uIu+Z2+UZNs64e1OkykP0ylxM6pSLVsn+eC+GIfFYjae88ZXEqPJX1ScNSiMih6vqcWbTdrjhJ1P4Ea4X1oAHAT9dCX8cMpEnUUTm1iMPTXisKt9oCH3OEHy9Do2ZJlKf7PrkM7OG0IMSXyDBodGGyVCiKT+foGuvxP64VeUx4ub5cUVnpMjnW8Y+CUrcX5gl90RlZ4izt5E9sSqf98TdmUeVnJBtlbIYVolvMNtXQ+WmxQr89q8TkVNV9UYRuRfwNOCpACKyLfAl4GmqejPwUeAbIrIN8BfgQHpHNFtWZCInrchT9ooNyqvjqHQSqBvCDop8ou4dkoZ3T+qwrnb74BHnw3Bo7Ta013U9h3oLJoInPol7NQNph+b8sRqPO9WKVXmsyH3Uirbo2iXGE282YcMGt75hY68iD+sbNjA/0+oo8fCHFqZ+xB7HjvezVbIa72JUStw+66sFy0zk7wW+JCItYDPg1ap6vt+3DngAsB64WVV/IiJvAM71xbwA+PDyFreLTOQRBlV42gC9TlxHu6u+Q7RKo9H1yC2hO4ul5is6I4ulpyDt7rytLga93vYNhwLNWQK3oYexT25f77Be4JHPNU18uCFz642nbJXmbMdH2TjTFe7WWklFrdgY8la7vxrP0SoLUZbEbR8qgcRjJW5JfKXVOCy/IlfV9+LIPLXvN8Cdom2fxY0lvOLY5Ik8FZ9sCdz2O2jJe4ausVHHqfJ6vTtNGiUOvrdaoFZrMcntCwuS7MO8TbfJ+xTU5zyhtzyhWwIPHjmJub1CG7HScndAA7Oa1podNZ7wyJNKfCPMzDA74yp6U/54TOoLbBbKqfEMh2GVeL+GP/F5VxqrqSyrGZs8kUM39sPOU6q8SZcyZ3E++YyZTxiLpV6HCU/kltBrNVhPi8mar/zsFCJ6ZDuj7HgSb7XcyVstR+idyBefgdhm/f3CDz1VqvnDSPVeWKTIC0l8I7OevDd6Mo9VeYi3jxsGlfHGcyVnLxajxOOKzfB8x+ddaeSBJcojE7mHJfGw3k+VT+BeggncS1HDCeWZGSeULYGLcU8m/HzzWtMZIG1PS4HIU0q81fLzed+AqO5JfC5qTDRRbNWEPMxAD3F/4T0dXcWVmAMU+dxMm5kZZ6EXKfLgmVuLZS6r8cpYrCdeFJmyGu/1aizTasRKDb7877jn6jZgZ+BQVb3B79sf1xHNOmAv4AnAPXHje14K3B34s6oenTjvgcDLcc8rwMdU9dNVypZS5YHMgyoPrvQMTv8GU6MO1Dc4Ht3g72zHWklEGq5vN5nseOGevlq+U6weEm90iT2o8I4qr5P022tRuwT7hxEPydbT/WyBvZJS5H4+u6FL4laRWzVuVXncaZZV47Zr1YCsxh1iUltMxeZqVuIBOWKpPFZKkd+uqm8FEJEjgLcAh4SQH1U9yO87Hfdsbg18XlW/4rdfJSJnqeoliXP/k6peW6UwKWslbI8rPGt0LZZQ1dhR5H6qbehyqrVU7DxgPd4zD+Q6va47t0q81YJm3fXR0ulwa7KbiY1RT2XUU3kabJug/hNqvDWfsFZs/PhMxxOfiaagyIOFMjPTDdOctarcV3AGAioiqozRkPhaUuIBq7lsqwkrQuSBxD1qOGUO8BzgdhH5Vxx5n6eqP8EF3xMdk6gxBODVInIDLkzogz7mcyBiEg/bgmKxkdqByC2J97jTbZANxbwa9/a3vt1iqvW3qJLTe+LTXok3J91601or9bS1EmcYZ5yyVtqeuIuslShiRWeaCwj8dmOr2Plss+uZD7JU4lGANnU1niKy+F6NmxIPyIq8PFbUIxeRrYC9gWf6TdsD98N11t4ALhORp6vqz80xBwBfV9VrEqc8HzhLVf8kIvsB/w08PpHvQcBB8fZA5nY9zK1XHsg8WCxhcLYedd6CiQ39ebWTTxDj7duR6QadcMOgyhsNp8RT1kqt1lXmVa2VBeNqxpWdUeSKV+bzMy02znRjxDds8Gp7pju3FZ5BgceDSgyq4NzU0U+FDyLxQY19UudfjciVneWwbEQuIgcDBwC3qeqzROQOuL57X2xU863ARX6UjVkRuQJ4NPBzf469cL75oak8VPXXZvVbwJkiMqGq81G6U4BT/DkXCL3UCxSr80DmYX3B9eIT3JZwNYwaj2OrG80mUzZCJZB4wytxa61YEg/2Ciz897AFAEfqPerfWisFUStemcfRKNYHD4RuFXnc1W/wyS0JFVVwbqpqvEiFQ5fEbchgUNrjosQD8h97eSwbkavqycDJ0Gnu+h/A4ar6OxF5pqqegRtl4yXmsO3pkvj+uE5vXgv8nYhsr6oXisjWQEtVbxWRdwNHqmoL2BG4NibxFKwSj1V52Bb75Zh0ocsqO55PJ5Lbs31KkYcIQDCqfBra7TaNxgwTrVaXxAOhNw2hh25we/pvmSiW/7GtYr1yS+ZN2yjIEXjoACuuvIxbbMZKPCbwVqvri2dLZSHKqHBbZ2NJfAPjo8QD1lJZVxIrZa2c6/P+rIgA/A04Q1XPFZFHi8jRuCayZ6rq90Xk4cBpwMXAeX7fh4ALgTfihlo6FrgB+E8R+TWwE/D8sgUqslUCUp94KUWe6uWkbZR5J3Q7mmLVOj0NjWaLRqPFxHS9S96NyW5XuLWasVd89AoUK/KwHMjchjoGZR6N9GN7MAyVlbMJMrfzlBLvRKu0i33xTRllVXio3AwEHch6LTb2GYT8XJTHSlV27tpn31GJbZcAmxekP9wsnziK8qUqPsN2q4isxRKWQ9zjAk3c7B3KDHotlrgnwLmW69+80YDpliN0aXplHrrAje2VWm2hvdIpfGSrFIYgznUIPPUHE5N5TOQhKiVW4bZy0yrEuBth2PTUeJkKzViFh64iYl98XEg8YC2WeSWQGwQZFFkscaXnINgeTcJc8XHTt/USdxjDcrrZO5+cgXXT3f5bGg2YbLSZasxQr88g9VqCyKMQxAUXaH2cEH4YolbaaKvd6V42NQZpTNKppvepJvid89FL4vY+bYokPowKt8N9NKN5HGK41kkc1m65lxuZyCOkLJZ+hG7T2uUZs9zjTbahfVu3MUzR+JWNhiO/0C1uaPo/2+nnvE2t1vQ9Lc5EPnkZInfEHUc8hmnWhwpaUu5H5jHpx0o8ReL9fPFxx7AqfMbMLZGH5ZB2rVVsppCb6JdHJvIErLWSslhauBvXpuuTpzBvJuh2GtsCWqaRTCBB2w/JlFHi09PdHhVtXy5hqtVgot5motbuy+PQdVTm21F3KxGZW2UeylS0HMILY/IPFZuxnVKGxMdVjQ/rhceRKTGJxyp8LVZsxsgeeXlkIh+AfmQO3YEn4mPsXP00TRQ61oJ5r86np3ttllmjxGdmXG+KwTOfqLsucjudc/kOugaJ8qIwyPmIxAcp837znqkkiccYRxIvQ+BFESlxpaZdbtFL4rYeZxwwLtex1MhEXoCUX56q/Oz36WeJPKzHFaZBnQdLIjTedJ54l7wbja6tMlF32wORS80R+xDuSsev72fzxEQdk3ZRpaYNMexH4uPsixcRURUVbgm8SIXHz9a4YJyuZSmRibwPBpF5i4V+eny8VaRhHiIOpui+iI02tDa4MUADkQfytpZKmG9M2Cv1eprIxS9rgsTjLtCtxWIrPcN6qpWmndrtLilZgoJNh8T7kU9ZFR6Gv05Vahap8EF5rzVka6U8MpEPQIrMw7JNE3zzJsUvVVClU7iHNAzt0ML1oNgEGp4w6zNdbzwo80DaPX2eJ/o9r9W65D2RUObzvmDWIy+jzvsRvLb7Wykw3iQ+iHCKCNx2etUZcYr+BB5IPFbg40h643hNS4FM5CWQInCrzq0yjxV6rLgadAl8EkfqTbqDOYc/g3obNm5w+2MrJZB5IG6rym0f6Kmuc6Frr9gKz1iZB+88rgRNLccqPGWl2Hs3ThWbZdQ39CdwG1poY8PjCs24MnOcCRxy1EoVZCIvCUvmdj22WmzlZ6zaUx55IPUwambDnCeMPDTVgtkWNBLEHSo+Y2slLEM5vzwm9UDQVqGniD4mJtg0SHyQ9w1pSyncp5SdklLh1i+Pv3bGlcAtNoVrHAUykQ+Bfg9XSp1bgrYvcCD9OZw6D4q8gWvqP0W3R8VJYKLtPPSJZncwi37Wio1kgXKRLEUqPSb4lOpOWSl2vtZJvKz3DQvtJEvgISY8KPGYyDc1L7wI2SMvj0zkFWBtlbCeimaBNKGHmx1eyBCLHsg8EHog+ZjYJ/08dJkrwGTLd5vb7HYTkApHhGJCX9A5oiHu2E/vR+CQVuGwNkm8DImkCLzoHlkFHnviKTIf94iUMtjUrndYZCIfArFnHpN52GaJ3L7MdTPF64G4422h7/NA6DWzLV6WVm8vjKFn8rANMy+6vni5qNKynwIP+y1WM4GXJY1B3ndM3m26xG1VdkziKQIP8yrlGxdkRV4emciHxCAyDwjKPOwPKryI2GNytwrckrlV5TFpp9ah98/Fbq+ClHVAYnk1E3hVcojT91PfNh7cqvDYD2+RjkTJKrwXubKzHDKRLwJFZF5FoYflQN5BXdej9TAPBNyPxCFN2jZ/q9KhV6Hb42yaGP36RllNxA3VyLCIuGHhV4lV3PGADykSTxG3DSfcFL3wImRFXh6ZyBeJsso8IFbodm4rQGMSj5ftVIWoB1ktRedKEf5iMcpz9cMgMihL3GEeD7WmdHslDJWYcUVlTNqpSBQb7ZQJzGE574OInArsEG1+sqrelki7J3ASbgyEgA+q6ulLVLy+yEQ+AsRkDsVN+lNEbLdbMh9E4HaixBwGE3yRTTNhjosJOFbw9vwpxPcqLuMokfoNLIosoFQ9gCVzq8TjZvVFJB5bJ0UWSiZxh5VQ5Kq6Z4Xkx6rqqUtUlErIRD4iVIlosftThBzvaxWkKyLyfstF++x5OhExJCpSKafkY2slGgp6QTnajJ7Mi0g89vntPhuBE48nGqvwlO+dIvJ2tGxtmTjvjF7ke1IOmchHjDLqPGXH9CPyQeRdlsBj9CP02NoJFawpQi9aD4h9+5bZv5xKPKWsYxulqPIytZyqxCyKOunnf2eyKsZy3xsROQl4MHAbcJyqntcn+dNF5IW41+TrOIW+IvWzmciXALG6jAk9zFOEHtIVkXUZK6UqYkK3U6rS1U6DlDs48kuRfSDR1D0YJYp87ZTvDb2RJ1Z9x352qhKziMSJliET+CBUbKK/rYhcbNZPUdVTKmZ5NfAtVf2RiOwOnCci/6CqlyfS/hU3ZvAJuB6q/we4I/D6inmOBKK6/PEFIvJa3ODIPwf+HvdPdqGI7ACcQ7cC4RJVfb0/ZhfgVcCvgTsDb4j//USkBrwLN5jzDsDHVPUHA8qypDegrK1RNC/rf/fLJ0Y/Akl9CQyqcE3FuhdVmKZsm37XMQxSZJmKLimKAbdEXuRrpxR5kYVSVKZNDJeo6m5VDhARLas0W0Ocv0T+pwE3q+orSqR9EnA6sLmuAKmulCKfAg5R1Y0icgBwNPBEv29BBYKICPAZ4AmqeoOInAC8EPhYdN5nA1uq6htFZGvgByLyQFVdsVHEUuo8VqD9Xuw4siU1h+EJMJV3kc1SRPC2IVM/GyY83SGWPqhyWzG6FKo8eN1tFtoi8QhOVn2nKixTZF5E4Jm8F49R3TcRORt4TMHu76vq3ont1+NsljK4HlgP3Am4sXoJF4elsij7QlWPU9WNfvW+wFVm91NE5DAReYeIPMhvuzewTlWDUv8esH/i1PvjPndQ1ZtxbS7K/hDLhqIXvMg7Tc0HTak8y06pSrl+cdEx0c3TS3Chy962mcfXvhyIy2Ab7sSDYPSLOOkXiZJS4pnEh0fZZ3YQVPVJqrp5wbQ3gIgcHh22HfD71PlE5DUiMh2lbQJ/rnB5I8OKeeQichfgTcDDgGf4zX8C3qaqPxWR7XCK+mE4K+Vv5vBb/bYYpdKJyEHAQX51FvjJIi5lIKIHbVvgpmV6ubcFblqerHJeayyv5c7v/kMc83VcGctgFNfxOhE5VVVvFJF7AU8DngogItsCXwKe5kXirjgH4FMiMgEcAnxupb7+l43IReRg4ADgNlV9llfXrxWRxwFfAx6hqrcDPwVQ1T+KyB+BnYHfAluY021J+vPlxjLpfCXIKb5cF4/aW+uH5cwv55XzWi35RRWRpaCq+y5FWfrgvcCXRKQFbAa8WlXP9/vWAQ/A2Sc3Ax8B3iIiLwI2By4D3rDM5e1g2YhcVU8GTgYQkcNU9Xi/69c46wQR+RfgMlW9UkQmgbsD1+L8p40ichf/B/D3wFn+mM2A9ar6J7/t/wGf9h75NP6PISMjI6MfVPW9ODJP7fsNzv8O698D9lumog3ESlkr9/QVljfhFPdL/fbfAm8Vkctx3vmRqnodgIg8H3iniFyHqx/7pD/mQFwEzMuBLwAPE5F/A+4J/MtKVnRmZGRkLAdWhMhV9ZCC7d8CvlWw73LgJYntHzLLbeCIisWpGmu6WCxnfjmvnNdqyW+5r22TworEkWdkZGRkjA4rEn6YkZGRkTE6ZCLPyMjIWOMYq75WfBP9rwI/xDU0vA/wYpxvvqdJ+k5V/YY/5jBcmOIdgXNV9czEeXcAjgR+gWv6/3pcA4B3AJfiomv+rKpHi0jD778N1xjpz6r6FhE5EHgU8EtcDOoHVPX7iby+DGxlNv2jqv7Jx92/A9hZVXf3aT/mrzFgJ+DhqnqtiFyLi/gB+J2qPi+R19bAscCvgB2BN6vqH6M0h/lrvsmneQmuKfJmUb53U9WZ6NiBZegHEXkCro3BjYCq6tuj/dO4KIPf+bIdq6o/r3D+hwNvBC4GHgkc77uKOBAXFxzaJNwTODrR4vgkXEhawCGqeqXZXwNeBhwDPE5Vf+K37wl8CNduAlxbhy+o6lGDzmnO3fPcAnsBG3DP3c7AoaEBnYjsDzwEF0K3F/AEf00Lnt9EPgfiAgnCb/sxYGtWSRcbGR6qOjYT7gvjrWb9K8DzgKMK0j8S+JpfrgP/B9whke4cXJw7uBf8GGB3XOOAkOYq4OE4wv9/ZvtD/fwtwLTJ98qCMhWV9VnAU4CLzbbnmOUtgS8OOk90zpOAZ/vlpwCfjvbfBRczW4vup8333sDJVa6l5G+5HvfHOeXXzwAeH6V5I3C4X94J+E7FPM4GDvDLBwDf8Mt7APc06b6E60Oj0vXhGrvtgvsze4jZfj/gYWb9o8D2FX631HN7vNl/BE4oANwL14FU2PcQ/54kn99EXgcCO0TbDse1tI7v2w7AgYlzCK7R3V38+gnASxLp/gn4sF/eGvdHMTHsM7QpTWOlyNVFrbwDQETqOKXxM2BHEXkLrhXnBO4h3wA8mW6T/paIXA08Fuioch/PvhfwI7/pe8BHVfXIKPsacDvwz8D1IrIrsA3wAX/+d0ZpF4w64nEPEXkz7uG/XlU/7Y8/3Ss5e72nmdUXAx8364/xTY63AM7WhPrHdWkQyvU9uiGdARtwzY63BG7BNXz4qfb2BndIuMYEypShCHsA16nqrCnf/sA3o/K/GUBd24OdRWRLVb21ZB5/pBsbfCfgEn+uC0MCryR/oYlRYoAt/HPVwv32J6lRmap6mT9Hz0Fqvhp8C+Zp9WG2g87pkXpuv2P22+frOcDtIvKvOHI8T92XwY/oRXh+U3i1iNyA+3P9oKoeZ/aluti4E3AHXEvHq0h3sfF8FvaVtD/u6wJVvVlEQhcbVxSUKyNgpf9JlmIC9sGp6Lf79QcDm/nlV+I+2cA1UDrUHPcZ4KXRuf4OuMWs3xf4bZTmAOBEv7wRF78O7hP221FaAT4P7FFQ9keY5dOAF5j1PTGK3Gyv4dSlxOfBvXzXAPdNHDcLbOWX67juRupRmhfgmkqfiiP6zc2+nq+AomvpV4Y+xz4X+LJZfynwmSjNz4BdzPpvK+Zxd+C7OHvme6QVaUctJ/btGu4XcByu3UMq3bUYRR7tOwr4hyrn7Pfc4my584Ct/fp/4v78BNdZ3VXA/Yqe30Re9wLu5Jf3A77pl+8CnAhcAGzrt20GPNgvb4ezUbbC/Slfbs75BOC7iby+DjzdrH8X11HeinPKap/GsrJTVb+urnnvvUTklar6U3XN/8HFqT/OL5dp0n8TsE66sqonjYjshVPs/+o33Yrz6ME9iI/xfTGEXhyPB05Vo/qisl9kVs8zZe2HpwJnqX/67XnUfXlcjvMyY9jr3xL4ixr159XoYcD+qnog7l68zRwffwUkr2VAGYpQ5rcp1SWDhYgcLCLniMjpuC+vw1T1DTgf+Gvmd06p5R6o6qXmfn0LeFx0/r4QkSlgN1X9br9zJg69EafcDxaRc3yaG0XkDjjv/cXq+gMB9zxepA6zOHX7aFOG+PmNr/HX6upoDgYOBfYSkQlVvUFVX4v7I/qaT3u7qna62MB98exM+d+p8u+Z4TBWRC4iD/IVOwG/Bu4tIsebbTviKhzBNenfwx87CTwQpzAQkXv4B3YOR6i7+2Ns9wD749T/a4G7iMgeOPVzb592e+CXqjrvyfxE4Kuqeo6IPNOUewc/30JELFHasvbDC3GKOZzv8SJi+6m4bziPiPyd6bWtc/32ugzuhuuPORDLH3DdHoSKqX3sMSJSE5F7DipDSVwIbO/JrlM+EdlaRLaMyy8iOwE/1gG2iqqerKr7quqzgHv4awrXNhUlfwWuHqGD8Fz45QXPVXT+QXgu7uvMnj/5rIpIQ0Tu5refhfuiOxlXt3E7zoP+EK7O4Nfm+bLPI7hn8uf+nKnnF3uPReTdIlL3eb0eVzH+OnO+ni42/O8Q3qfQxcav8F1s+GN6utjwVkznukIZyF1slMZYNQgSkfvgFO+luLELHgi8Bvegrsf9u++E62ExPMyH4Wr+74jzcc/027+Peym+64n2bbgH8p64B/n+wPm4iAdwn5UfAr4BvB33Aj4Q5yleJCLvw1VY/sqnv4+q3sMT4q9wtskNwGdxD6/giPQQVb1dRB4L/AuwL+5z+QR1/bnvAjxPVQ8z92EnnFK6BLgr8HtVfZffdxrOsvgv/7K8B7gOF/3yRjVRK56w3o+LWLgFV1F2qKr+QUSeDtxdVT9o0u+CqzDdqV8ZykJEnujv2Z+AOVV9u4gch/tzOVZE1uFskT/g/ijepdWiVg7A9WB3BfAgnE30Jb9vCjhDVZ8cHWOfi0/gVOcG3PPwuuj+3REXqfF64NM4z/gHZv9ZOCthzmxLnlNEngK8QlX38+l6nlvcva7jKqcB/qaqT/Fpj8KJts2Am1T13eIidhY8v6p6anSPX4v73X+Ne3dOxFV4N+l2sfF5Vf2yuA7wDsZ9fd0XZ598wpdhF1x9ynU4r/4N6vz9VwE7qerL/bvwbn/t9wQ+ojlqpRTGisgzMjIyNkWMlbWSkZGRsSkiE3lGRkbGGkcm8oyMjIw1jkzkGRkZGWscmcgzMjIy1jgykWdkZGSscWQiz8jIyFjjyESekeERWmyulvNkZJRFJvIMAETkESLybRH5vogcJSInish/m+b8qWOeJyJ/KXHuQ6P1ixdLdmXLKyJbishtviVj0bnWi8h/4FocjgJ3F5HjxPXAmZGx5MhEngF0Orj6NvB9VT3Kd4jUwPWMV3TMZ4G/ljj9odH67qo6P2RRQ95ly/s8XD/qB/U53ftxzfP/BOD/IB7gl7cRkZ9ULNt1wA9wzeYzMpYcWTFk9MM2+N7nRORo3PMyj+vHw/ZJjYhsjut29wJcHyGfU9X/FZFnA1v5/j6uwfWj8X5xo/+8y6d9Aa7/7U/iRm/68qD8BpXXYEdcz35XicjrNepX3Jd7f9xIPgH3xXcsBTwUuLLP9d0fN8DFlbiBJI7x/b2cDXxIRN6mrp/8jIwlQybyjBiPEJEjgSfhRpb5pojsAzxKVfeGjmI9V3sHmGgD/+7JbWtc39L/q6pfEJHjVPWokFBEXocj7pcBP8aRZg24wJN4mfwKy2vyeSRu1KAbxXX3+s/AKdHx98F1EKX+mO1xw9IF8n0orlOt5PX5fJvAB3GdnM0A+A7NJnD9cv+BjIwlRCbyjBgXqeoxInIB8B4R+SSOzNaLyBt9mt/QHVknQIA9fVeoc4n9C6CqfxWRs3FDfE3hBkigZH6F5TX9sofRcXbGDaJxMAuJfAr3pxKwM70j0jwcp8SLru8jOEX+HdxAF7aL1zncOJkZGUuK7JFnJKGq5+O6rj0Ap5pvVNVjVfVY4BM40rJ4KXBXVT0GeF+0b14cdk5k9UFcV6+7qB8arWR+/cqLuEEWblHVI72H/hKcxRNXev6G3krOXej2ub4j8DScbVJ0fY/EDT78SFz3s//ijxXc0Hi/71fujIxRICvyDABEZDfg/wENEXmiqn4DV1n3ST+/VETejRvh/I7AG0XkecAdROTlOKvhWeIGRrjZb3+mqp6BGzDgvT6fb+EGN3g5rv/zn4rI33CDdwCgquf6qJSe/MqWV0S2wA2Y0DTpH+DLdby4UaOu8Xn9QUR+JyJ3U9Xf4RT5jIj8GKfMr8IN3PHfqevDKfX3icivcCr9wz7LnXHD/IXR5zMylgy5P/KMTR7+S+HVuD+Xa4BdVfVvizjfNM5yOVJVrx1JITMy+iATeUYGbgg83BfqN1X1fos8192AjdodNzMjY0mRiTwjIyNjjSNXdmZkZGSscWQiz8jIyFjjyESekZGRscaRiTwjIyNjjSMTeUZGRsYaRybyjIyMjDWOTOQZGRkZaxz/HwMqRQLKaT4PAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "obs_sc = obs.copy() # From here on out, don't change obs. Use obs_sc to track gain changes\n",
    "res    = obs.res()  # The nominal array resolution: 1/(longest baseline)\n",
    "\n",
    "# Make a Gaussian prior image for maximum entropy regularization\n",
    "# This Gaussian is also the initial image\n",
    "gaussprior = eh.image.make_square(obs_sc, npix, fov)\n",
    "gaussprior = gaussprior.add_gauss(zbl, (prior_fwhm, prior_fwhm, 0.,\n",
    "                                        170*eh.RADPERUAS, -170*eh.RADPERUAS))\n",
    "\n",
    "# Add a large disk to capture extended emission\n",
    "gaussprior = gaussprior.add_tophat(zbl*0.1, fov/2).blur_circ(res)\n",
    "\n",
    "# To avoid gradient singularities in the first step, add an additional small Gaussian\n",
    "gaussprior = gaussprior.add_gauss(zbl*1e-3, (prior_fwhm, prior_fwhm, 0, 0, 0))\n",
    "\n",
    "# Rescale the prior flux so it matches the measured zbl flux\n",
    "gaussprior.imvec *= zbl / gaussprior.total_flux()\n",
    "\n",
    "print('prior total flux: {:.2f} Jy'.format(gaussprior.total_flux()))\n",
    "gaussprior.display(scale='log')\n",
    "\n",
    "# Add non-closing systematic noise to the observation\n",
    "obs_sc = obs_sc.add_fractional_noise(sys_noise)\n",
    "\n",
    "# Make a copy of the initial data (before any self-calibration but after the taper)\n",
    "obs_sc_init = obs_sc.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image reconstruction and self-calibration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Round 1: Imaging with complex visibilities amplitudes and closure quantities...\n",
      "Initializing imager data products . . .\n",
      "==============================\n",
      "Imager run 1 \n",
      "Imaging . . .\n",
      "time: 7.503942 s\n",
      "J: 5.413529\n",
      "chi2_amp : 1.53 chi2_cphase : 2.03 chi2_logcamp : 0.93 \n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n",
      "==============================\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================\n",
      "Imager run 2 \n",
      "Imaging . . .\n",
      "time: 7.379766 s\n",
      "J: 4.389979\n",
      "chi2_amp : 1.12 chi2_cphase : 1.76 chi2_logcamp : 0.61 \n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n",
      "==============================\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================\n",
      "Imager run 3 \n",
      "Imaging . . .\n",
      "time: 7.813920 s\n",
      "J: 3.944719\n",
      "chi2_amp : 0.89 chi2_cphase : 1.66 chi2_logcamp : 0.50 \n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n",
      "==============================\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================\n",
      "Imager run 4 \n",
      "Imaging . . .\n",
      "time: 8.077668 s\n",
      "J: 3.699174\n",
      "chi2_amp : 0.76 chi2_cphase : 1.59 chi2_logcamp : 0.44 \n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n",
      "==============================\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================\n",
      "Imager run 5 \n",
      "Imaging . . .\n",
      "time: 10.405332 s\n",
      "J: 3.483809\n",
      "chi2_amp : 0.67 chi2_cphase : 1.54 chi2_logcamp : 0.40 \n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n",
      "==============================\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# First  Round of Imaging\n",
    "# ·······················\n",
    "print(\"Round 1: Imaging with complex visibilities amplitudes and closure quantities...\")\n",
    "\n",
    "# Initialize imaging with a Gaussian image\n",
    "imgr = eh.imager.Imager(obs_sc, gaussprior, prior_im=gaussprior,\n",
    "                        flux=zbl, data_term=data_term, maxit=maxit,\n",
    "                        norm_reg=True, reg_term=reg_term, ttype=ttype,\n",
    "                        stop=stop)\n",
    "\n",
    "# Imaging\n",
    "imgr.make_image_I(show_updates=False)\n",
    "imgr.out_last().display(scale='log')\n",
    "imgr = converge(imgr)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ehtim.image.Image at 0x7efe0501ef10>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imgr.out_last()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No stations specified in self cal: defaulting to calibrating all stations!\n",
      "Computing the Model Visibilities with nfft Fourier Transform...\n",
      "Producing clean visibilities from image with nfft FT . . . \n",
      "Using Multiprocessing with 16 Processes\n",
      "Scan 67/67 : [------------------------------]100%\n",
      "self_cal time: 5.235035 s\n"
     ]
    }
   ],
   "source": [
    "# Self-calibrate data to the previous model\n",
    "obs_sc = eh.selfcal(obs_sc_init, imgr.out_last(), method='both', ttype=ttype,\n",
    "                    solution_interval=0.0, processes=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Round 2: Imaging with visibilities and closure quantities...\n",
      "Initializing imager data products . . .\n",
      "==============================\n",
      "Imager run 1 \n",
      "Imaging . . .\n",
      "time: 8.337265 s\n",
      "J: 2.067636\n",
      "chi2_cphase : 1.38 chi2_logcamp : 0.40 chi2_vis : 1.01 \n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n",
      "==============================\n",
      "==============================\n",
      "Imager run 2 \n",
      "Imaging . . .\n",
      "time: 8.458559 s\n",
      "J: 1.039859\n",
      "chi2_cphase : 1.32 chi2_logcamp : 0.38 chi2_vis : 0.97 \n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n",
      "==============================\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================\n",
      "Imager run 3 \n",
      "Imaging . . .\n",
      "time: 8.573569 s\n",
      "J: 0.545982\n",
      "chi2_cphase : 1.30 chi2_logcamp : 0.37 chi2_vis : 0.96 \n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n",
      "==============================\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================\n",
      "Imager run 4 \n",
      "Imaging . . .\n",
      "time: 8.809256 s\n",
      "J: 0.495897\n",
      "chi2_cphase : 1.30 chi2_logcamp : 0.37 chi2_vis : 0.95 \n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n",
      "==============================\n"
     ]
    },
    {
     "data": {
      "image/png": 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SyffrwI5e0N+r6m0DvJQkmiDxbU1G8VH3Fa7qgRJipjxqYqjiTthPJ+jsJPPWIs/FTFrky4Evqeo3AETkOhE5HzM15CWqeqkNf7CNf0/gOFWdFJFHAJ8ADozke42qnjzw2pdgmCTeVAfqMFA058ggyunn3sTSDnKAUh0yrWuJzx0yn301mo2YMSJX1Z8HQSPAOuAFwM0icgiwM/BhG/89QdyJRNZ7ichbAQFuVtXPNVrxDPRL4k34MzcVv18UvYbDIPW61nkdd0K/zJx8c6WnsjLrkvfcIPPZVZvZilmhkYvIkcB3VPW3IrIvoKr6HyLyBODLeJO9i4hgVuJ4QyK7s1T1chv3XBEhJHMRORo4uvkr6d9dcK5a4f1ar/3KIU3kPRL8pvJqAlWuNbfMOuQ9u8m8nWslFzMukYrI4cDhwL/YoLXAz+z+j4DH2DXxHImfDpyjqpfF8nMkbnEx8LhInLNV9VBVPbSZqzAYBomPZMarmm8/aEKCqJtmtqNMqilDjGTLnoHwfNlzNhN9M3lwGnnOtm1jRv8vETkCeDLGwt5dRB4FfA/Yz0bZB/iDqm62ZP5B4FuqeqGIPNfLZ1/7u72IvMMrYn9M5+jA0S+J91NG02mq5J1D4jP92jXVeVnVMvaPcwg9dt9y8k2R+/wg85bIczCTXisPBc4FrsBYztsBHwWOB94pIgcD9wdeZJOcDjwbeLAxzLk38BURGQF+ICKHASuBg0TkFIxGvhPgE/tAUIWs6xB73ReqiRex3zzqdA7O9Kd9TtmD1vfLSDyFUF4ZSeznHKfChouWpHMwk52dVwJLE6dfEYn/BiK6uKp2gX29oOeGcWYCwyTxJolkGFZYWRlNvLp1ZYycdE2SeK6PeT8oIvOq6YeL1v0wF7Ois3MuI5ewB0Hi/UgtTYy6rIOZ0OuroMxtMYfEYxLJSMH5VFisjNz+iCJru4qVPrNoOztz0RJ5HxgUiQ+K7ELNtKo1WOcFD0ljkGgy/xRh1/U2qeqVMwjNuh8ynzmCnz3NymxGS+Q1UVWzzEk76I7JVFiKZJqqz2zoNKvbIFWtezf4Dc8Ns78j9vU198i8JfIctEReA7lE3K/F3hTqSjQ+8TRJTIOw0AdxD2dDA1SGHFmkSZlluGTeauS5mAvP6pxAHRKPuYw1jdz8U69LzLnLD6uitYd5zZTjWE7DNuwXo6jMKnr9CPG8+vmCnFkMx/1QRBaKyHEi8gMRuURELhORx5ekeaGIXCkiV4jIGXacy4ygtcgroq5FXffFqoN+5IBBensMElWt/JS1OdOIWcUx5MRpwhKfWat8qBb5PTHjWQ5W1btE5InAN0Tkvqp6SxhZRB4EnAE8CFiDGf/yGowL9dAxG57dOYO6Ukku0VfdUnn0g7LXpshyL4qT65XRL1I2WurLoeh+9oN+JLScOjVd77KyqsRvFp3MrW/cDbxDVe8CUNXvApPAoxPxXw58W1VXWxfoTwGvaqIiddASecOoK7E0Xe6w0vqYbWPsZlq2CeWOQZcbI/cqBJ2bbngY3hB9Vb3dn5PJyiRjQGoK7IcBv/WOrwMeKCKL+65MDbTSSibqEHLTJD7TckzTxFjnevw0s6nR8BFKE8MobxhlzIzEkl3CChG5wjs+W1XP7qPgxwI3AZcmzu8G3OUd34kZTb4C+FMf5dZCS+QZaIrEmyq7X8yEpp2r/ZblUZRnlbR1kONbXqU+RTLVoDonU/9Djnaek1+zqKSRr25qEjwRGQfeCxxlZZMUNJa8iTpUxez4gprjmGsk7v8OE4PQo3P6C2bbQ15Wr6LrydH1y/or6t6PmbmPzUgrInKBiEwktou8eAKcDfy7nUYkhVVMX4lsRwyxz8hqZK1FXoKqHT11Ncl+yp2tEsMwUYUUmyyr3/zLLNqq+df9IkhZ4kXxisKaQXNeK6r61MyoZwCXq+p/i8giYDdVvTkS7+fAfb3jBwC/VtUNfVa1FmabsTKrkHNzyuLUsULrfC632BpNfyk18TXRlAdIjl2aI4s0hcE9g0PzWkFETsAYt+eIyFLMDKsvs+dWiMgPRWS5jf4J4GkisrOdgfUo4MxGKlIDLQdURJE1Fp4rshKHaUGm8h+kJZ8jAVTNr278YXiN9IvZ8AWW+0wO714Oz2tFRA4ATgWOxbgi3g382ouyGLgfsARAVX8FvAm4CLMQzjXAx/quSE200koC/UgqdUh60J/oDjGrrUmPlbJrr/PKzXYSzkVZB2nT3i79dFbmSD7DkViGNPRI9XoKOipV9U/ALkHYF4AvDLhqWWiJPIJ+JJVc/XSQpF4VZWTepGdIGKdJfTiFYfUh5F5LzMLNJfCq19JPAxrmk5NHs2TezrWSi5bIAzRlTdf5HB20VV52rt/y6+SRskxnGrkEmKpzipyLnq/ZRll1rPKcdNUw2+7K7ERL5B5yCaSM7Kt6NQyDuHJllyoWc24eucjpOI6V1zRSJF7kB5/j5lcmrcwEqpRdRU5phszbhSVy0RK5xSBkkLqdRFVIItdinMsou8dNXWMRudbtWygrJwwfxP/VT55hnaqSeb/lz48nePCYycWXdwfeDRykqg+zYZ/EuPw4HAg8VFVvFJEbgRtt+C2q+sJInssxPc9/BPYH3qqqt5bVZRh6db+6+7BGY/rl1B15mDOCs45Fm0LTBFjVjc/VITdubrllHaJ18gyRQ9RlacpQ//9pNfJczKRF/v+AbwAHe2EXqeq5ACKyDDhHVW+0585R1ZNL8nwv8L+q+mUReQbwAeDFTVY69Xlch2SrpKmTf91XoIr3S07nXM6XSb8eG000crHrTt2LoudgtlBP3cFBOefrNAD1MFvu5uzGjPUrqep5GF9NP+xc7/BlmKkhHR4jIm8WkXeJSGpqySOAy+z+j+1xbTTR+RfbL8p7xNv6KW+Q6KeOOfkOEk3fo6aekbLno4rR0K9ndU7nfSxsMP/dcPzI5zpmpUZuR0o9GfigF/wWVb1cRJYAV4nI01X190HSXek1DmuBnURkVFWn9ZiIyNHA0UV1yH2Y66COZ0wMc+HxHc7LnoeQNPt19at7LXX/t368kvrNOzdd6344M5iVRA48EzhfVbfMLqaql9vf9SJyDfA3QEjkq4DtMVNKLgPuCEnc5nE2ZmIcRCQ2g1kp+iHjXLmhX8zUZ/6gyLofj5qUbFKnI7Xp68vxPx8UgReVm/pKaFpDT0IVOq3XSg5m0kAqwkuAc9yBiDxeRJ7inb8P8Ad77h522kmA84FH2f2/sceVUdUanw03cTbYLWXSSD/3qUrHZ5Vyqlrd/VrxORgJfgdRXkwey73W3D6PRtDt5m3bOGbSa+WxmI7Ie4jI24EzVHWDiBwM/F5VJ7zoq4CTReQQYA/gq6r6I3vuP4CvA/8FvBV4v5034d6YuRAqoR8tsEzHjHmEjETO+efnAvrxyOm33BwPmX7vZcrCHLQnUSr/pvXvuvnUdUvMhgKb59KbMHOYMSJX1UuASyLh12AmoPHDfgk8N5HPP3j7a4BX1q1TP94SdT1YQnKv8vAPUjPNLb/ouCxtletsIk4/6Vx96za4secjx72zqMO86v9b9/ku8tzJIXMK8iiGttZ2JmarRj50VHmhi9LkfHoXxWnqsR3241+VxMM0OW5+uSgivzIUWd/h/myQ1FLop2GrQsYD74cpXKCnhUNL5PSv69b1NknJKlXz6Ye4hokq97mKL3tu/LIyq0ozObJOCqn/Lia9pa4zV1qqitxO3lgdGyV2bS3yXLREXgF15ZMcxMi8quU3mx/5qvcrJWVA/nXmeIOEx/3KFzkosvirSjdVno2mpa8UgTfntULrtZKJlsgLMFOfzikyib3gMctutiG3AUxZnsO4tjI5pQh1n5Nh/Hc5klBVCzwHzZB5a5HnoiXyBPp5OQfVAKQIfjY/6iGJF3lhNK235hJUDE2TeMrSni3/Xa4F7pDzn7VeK8NDZSIXkd0wyx79RVWnmq/SzKNfv9giMs/pDM0tYyZRRypJdXIOssMslndTHc51dfGcPHP06CbKi5WdW88cd8P+jJr5aZHbCQOfCxwC7Ia5TbcC1wJfSSz2XIis+ywiI3aOk78AvwB+BNwqIl8Tkb2rFjqbUadzM/ezvA6J53pQDBN1SDzcT/2m0vtbVRR9BdRFE19dKdLzf3PuTxUMovN+oJhnA4JE5G0YDn06sB5D3ldjphY5HLhcRE4VkQVV8s21yN8H/BR4j6pOepU6GHiXiLxeVe+sUvBsRF0rOoXY53RVy97/bRJ1Or+qhOfk5Sy4Iuuu6OuoyGMj1+tlWDJY7ldejLjD+1T3C2ZQ1zpQr5XN86ezU0ROwKyUsbeqbkzEGcWMhXk38JbcvEuJ3E5g9dGYua+q19gJqHbGzG8y5yD0735YBbmeKE1ajFU7qZqM1w9yZIaitHXvYVnaOrJMTqOR+krp5zpyzw2jb6IW5pC1nYEvqepNRRHs3FD/WVXpKH0fVbXrSFxE7iMiu4nIchE5TkT2UdWNqvqXKoXOFfSrlUPxi1201UVMfmjyszzMP0f2iGnU/nUWXfNMfebXJesmUeVZyJWecuLU6SMYyDPn/MjnibRSRuIAIvJSG7eSTl61s/Mk4F+B92PmP/lXzLzh2wT67cAcJCn1o1vn5JH7ohZZY3U73/rtHG3Cok15DDWFnP8vt98lVe9hN4qNlDdHSDoHIvKOjGhHAZ+umndVIr8auAW4n6oeJSJvrlrgXEEV4spFmdVZxSqt6onRj1xQhBhplJF5EUGG2ng//RNlqNpH0O+XUhH8a65b95y+g1TZdTEwfRzsdOTzh8iBVwMXlsQZLzkfRVUifzDwIeAiEVkM7Fen0NmOMhIflG5e97wfr5/Ox35R9FJXIaqm72+qMzW2P5O00VQHZhONTlljMJz7pPPNj/xjqvquoggiclKdjKsS+anAU4GPA48Evlun0LmEuiTerD9tPvrxRiki2jqNRKxDrUxHL9Jdw7hlZedYpsPstA2Pm+rQTt3nQX5BDAVD9FoRkYXAa4FnY3wgxoC3q+r3EvEPA84EVnrBH7FLWEYRkriIbIdxQ9wB+AxwQBnRp1CJyFX1euB6e3ixiBxZp9DZjBSR9CuhNK1VFunuZW57ZeEpEmjCXS/n66MfAvcxKDmpKH2u5d8vyqSn8Gsolrbf8lOafaM29PCklXsCrwcOVtW7ROSJwDdE5L6qeksizamqek6dwkTkUcA3MVL1GPB54AwR+YKqfqZqfpX+U7tSz+Ui8kcRuQH4RNUCZzNmhRVSgJhXSxNeLlXrEPsN95tAE/mlvDTqSlBl3iHDtPDr6t8xYi+6T2WeLgO75uF6rdwNvENV7zJF63eBSSC10Hu/OBV4nKoeDNyqquuBp1HTeaTqf/B8zKLIZwEHAKfXKXS2IfagDsqSguoeFzlk3Y++mvOylpWd27jkkGHda4ltVcptGk1ZvlXqntP/UEbK/d6nRu/vkIhcVW9X1c+5YxFx8sptBcmeLSIXi8gPReTtdjBPhSL1l27fBnSoab9Uvee/U9U7gFFV3QTsVKfQ+YwmrdJBflSWWXV1XsYYoTeFsoYhhUESd5W8q0pdTVnBYWPdFPptMPILGppFHuKxwE3ApYnzdwGXAU/E9Bs+AeOWnYuNIvISfyi+laonC9IkUbWz87EiciUwLiKfAPavU+hsR5VOuljaJh6r2dpXX9WKTrkbVr1Pfny3X/QVVVavnHKK4jSFqmTdhGdLnS+hnHuS0sxrQyt5rawQkSu847NV9ew6xdrF3N8LHKUaX6JIVa/GuGMDTIjI+4HzRORNqqoZxbwG+BZG3UBE1gI3A8+sU+eqRP4PwGbMvCuvAE6rU2gZROR4YF9gNaaxeDlwHrCdF+1A4J7+3C827Y3AjfbwFlV9YW65RQ9dUediWT5FOmVO3Bz00zE74u3nluGnTx37+TZ1nbG69EMWsWsPG40qaILMBqVH1/3KmjGoVllYYrWqHpo6KSIXAI9JnP6Jqj7JxhPgbODfVfXKCrW9GVgC7IIZLFkIVf2DiBwIPALYE/gT8LNUw1GGbCIXkV9iZupy21eBlwDvqVNwQTm7YyaLWaGqXRH5BvAc4LOqeq6Nsx9wQkjiFueo6snZ5VGd+KiYpsjKa5LQqiCHwPu1FmNlDFqfDq3/onsfawyaqmeOlFJE+v02fE00QGUeP7FO08aJv6E1O1X1qZlRzwAuV9X/FpFFwG6x4fIi8jqM1e84aDdgCrg9pxARebx1bfxJEP5mVa1sIFf5vx+L8R/fAPwj8CtML2vTWI+5Icvs8VLg147ELY4FPpxI/xgRebOddndQPc6V0NTDndPxVadRqlOP3Lxi5J5r+cckmar1yiljpOC4DGV9AkV9EVU7MnPQRD65nlD9Pn9ZGKJGbmcnHAXOEZGlwL2xXiQissJ2ai630Q8BnmfPLcBw0hdVdXNmcf8pIrsG5T8LqDVaPtsiV9U1wA/shojsD7y9TqEl5ay10sq5IvJX4M/A7915EVkG7KOqv0pk8RZVvVxElgBXicjTVfX3fgQ7Y+PRYCzyEGUEMgyyrFNWSm7I0T7raJy51xazcnP6HWIWdUy6qYuYdpySWOrmF/ulYr655fl5VymrzPIuijtQy3yIiy+LyAEYl0AwpOzwTvu7GLgfRj5ZgzFq32YnuVqK0cvfVKHISeD9IvIDjFb+EeBvgXV16l9FWjnADggCQFX/T0QeXKfQknIOBo4HDlHVjoicAbyDXkv1MuBTqfSqern9XS8i1wB/g9cQ2HNnY3QwFohM65jIeblzUfXTtE4ZsTRl1xBDbmdlLG7qOJauDpmX1TEHRbp3eK5qA5Uqz/2mLNd+yimSYGIyUZUvpli+Ybn9NHiVMCQit9wWs+vc+T9h9G93/GP6UyQcv/0X8J/AN4AHAPeqk1mVzs6zROTemJFI12Imd/mViCyxzuxN4Z7AGutTCfBXYG/YMjf6k4EPusg2bE9VvVlEHg8sVFU3Mc19gD/kFlz28DaBpjrpcvIPw+u+ElV045wGY1idbilr0f8dJOo0qFXyDRuJKh3XZXmnwuo0eLVRrbNzruFiEVkFHIpRB44AHocZn/OLqplVkVYOB7ATnh8EHGx/rxGRrqrer2rhCVwIPM1a4ncCDwKOs+eeCZwfuPc8GPgcxotlFXCyiBwC7AF8VVV/1FC9tkLRS9OE90LVesTCq75sRV8fw/JgCBuOKnptUZqqHZA5Wn6qnBTZ1vlPyvT1EFXINkdS8+9puD/QZ2J+L778aMxcLQ9U1Qng8yLyauAEangDSpnLo7V4d1LVaG+sPb+Hqv65auGzAQtEdJzqJFumQaYswUEg9tKl6pf7iV1URhFyZKiUllwVIWH6v93Eb1HcVPwypPIukj+Kyii7HyGJ+4TaLdgvQ9iAFmnwufm78PVwZZF7YAyH7r+dXvEfD8yKK0//eeX8ZxJ2TpWtXKNFZI2qLq+aX6lFbl0A3y4iXwmtWxG5B3AyRsOesyiy1AbZKdU0BikblMkrqcasihxTpd79kH9ZPZrMs25eRXn224cSQ/hflWnwodWfY9nXQkPuh7MBIvK3qnqpPbw+sdDEnXXyzpVW3gp8SES+jPGT7ADLMXr5q1T11jqFz1aUfQrnPpzDIvBhIuWBUhS/qEMuJzxEygovqk9TXwE56DfvIsmk7IsrllfZ85u676mwoenkQ/RaGRJOEJGrrJTyKuKLTAxuYQlV3QC80s6fe29gEfAnVV1ZnHLuIfcFqZLPIPKfaVSVHnLJowxlBJcjI+U2FjkNQhPPSEjQKekn1bFZVpdcks5JW+QV0+RXbK/AufyWTIeqHuEdnqGqHwjjiEgVF8YtqDof+TqMx8q8Qz8vaK5lErMKB/2Y5nbeDbouuWReRPBNyCJlkkVM764j/ZTVoYqunvpv6nRkxhqJGAEX/QdhvIH1B81jrxVH4nZKgBWYKQY0Ru45mI9f/5XRhJWV00E125FrqaY+/csw053CKcS04fB80/UaSWzhuRDdYEvlnSondj4Wtyx9LF6sHn3fu83dvG2OQUSWi8gXMCPlVwIbROTz3sjRSpgL/DKrUGbRVU2Tih97gXIRe9H7tVhj9ZjphycktfAaywhvECjT78uekdh9LvIMSV1f6v+qIqnEiLtIpunnmY1iuAtLDBufASYw098+CHgShtQ/WyezqrMfboGIjHqDdrYJNKXp1okb6qN18q9Sj9wyhiEP1UWsbmXacpPXUmT5lkkrVeqVKienH6KoHyCXkMv6Evq6p3OTpHOwm6o+wzv+DXCpiFxeJ7NKPCAiX7ZzCwC8WEReU6fQ+YzGrZKSMprKJ2W95cotuWUVpc0hnVxJoaxcP8/Yfk55qfJj1mxu2qL6xdIUWcN1nhGXZjTY94/LnpdGv9y0m7fNPdxi54PaAutMcpN3/NKtUiVQ1SK/VlU/DaCqnxaRkyqmnxOIWXJNkCaRfJtCWf1yySSnA82h3y+DmGWcm08Yt0r5ZVp91Y7u8Dglq9TJv6zMMgkndU9DjxO3nyPrDY0253FnJ2athWtE5HzgDow795OA73n+5UcBn87JrCqRjwXHtXweZxNSs+Q0ZU3HXrDUi1DXJa8fpD7zc1zvqn4+D/ILJZZ/LuGUkXiRdBHGq0vi4X+fW4+i8lyeMS+TGNH75B1a4O7LpBPJc2CYf37kPp6O8SPf0W4AP8PMpLjUHmfza1Ui3yQi/4OZTfDetuA5j8b0vES+Md0yhyirllM3Tez6UwTfZB2aRN3yq1jiuZJB+L838UzlkHiqvCr1jpG5O9fxzg0N85fIP6aq7yqKUEXxqOpH/i4ReRJmoqrzVfW7VdLPBdQldZ8AY79+/mV+uFVQRwMtOx9eS9U8Btr5FeSXsoLDBrNumVX15lhdwntaVJfcxqTM8s+tW/gshiQ+6sUbpfzZaBTKvCXyMhLPjeNQx2tlJWbdzt+JiGQuNDonkUM+VSWFlDY5DJRZZmVkk1vPKo1FHVTR0ftBWWPhl5FD4C5+StbIgd9AVSXxsrJCizxsvGL9EmGDWVfeiqPS4svbNCoRuV2552mYhUbPwaykcULz1ZobyLGeYi9NUxpjPw1AWb1S5/tB0ZdITnll9ywlk1T1OgnDiqzyGKn6++EL5n8hpBrWsq+IVGOQQqw+Yb3dfozwixqAskalr2dmHlvkTaPqfV5q5yW/TlUvpuZMXXMRTVnNqRe+iXybyC/MJ2WllVlvqbxjZaXCy+rmEHMbTJ2rgtz7EHYMFsUfTaQpuncpN8iq3jVF/1lV6z63jP6gsLmTt23jqCqtLLC/Tk5Zmoq4LaLOg5uTpkjmSFmIOWUWkWLqJQ+txli6FIo6esvShuW4+Kk8i+5BKBcUxalDTjELPiyziJxz/sOqlnhYr6J8XZwy18VYOTl1z8Y8s8hF5Ebge8AFwHdV9a6m8q5K5JtF5EJgiYg8HLiqqYrMRfgPba6lXeexDMmzKcs7zCsmEYSkFNPRw0/0sIwYOaRklRziCOvbr3QSlhOTFKp+dfi/4UuWsh9T11NW7/A4dn/D+KF8U6Tlh2lSCK+96v+zNead++GDMEPyn4JZePmvGFK/UFWv7Cfjql4r/+p5rfxiPnitKPnWW+5L5iNFcnUQI7zYy5Zr9RZZaEWf3/7LH8oYRaRTpInX/TIZROMWhlW1ymMNgENVOaTM+q2DOhJN0fNURPp90/A8InI7D/nX7YaI3B9D6u8TkfsCl2B8y7+TWpEthWwit0u6PQGzEPK1mE+EeY9UT33VPIqOY6jyCZ+DmKUdkkz4UjprMmXRFUkEYZ4hcizyKve5SH4K93MQ3qPQHS8nrb9fdI9SeeSElzUsdb8OU+nK7nOj0PnttaKqv8HMsfLvIrIYOBx4KmbFtUprIGcRuYjsAHwfmMLMBbAPcKqIPE5V76xSYD8QkScAz8Essqyq+s7g/DjwAczKRfsDp6rq9cOqH+RZ6P3kkbJkq+RbZl2m4pWVlbLOQjIvs9z9MmKWXU4ZIXI05Vh9HHmH842kJAk/XRONX9FXUwpVqS/V4OWWGd7bxqxxmFcWeRHs4j3ftltl5FrkJwJvU9UtSxNZieUtDMn90E4w41ad3igiXxGRx6uq/2VwHHCzqp4mIgcCnwQe03Rd+tP96pVXdJyTxg/vl8h9C7OIlHzi7zJdGy7SvYvCYl9IsfJicXMQXvuYt/kjHcPrLpNTUverigSWg0FY/aGUFqt/6quzr/dEtfVIyUTuMyI+iQOo6kWk+20GgUcBN6nqRnv8Y+CIIM4RwGUAqvpL4CARWTaIyuTqpFXTlcWv+xkbI+WUvJKbn2+pjgX74RabQS9EjgRVta5hIxDmlWqowmtLXU9slsBRtib/nOsNEZNoqtw/P59Yvqlr9/NL9YcMDfN3PvJGkWuRr0+Er2uqIhnYFbjbO15rw3LirPUjicjRwNGQnjSrDsKXIfWyVbHoq8gQZXVKbX6dUp/JYZ6pFz+Wd8eLF1rLORZ46rpSlmMqP/9ai/J0pDyOIeMl9EgZetZLJ5J2DOOju8Aeb/LqUKfRTN1n/3ooOA7rF/vvYv87wbkcSSiWti8oaHfeDhxvFLlE/mQRifmMPxJ4b4P1KcIqYHvveJkNqxoHVT0bOBtggUjhk5J62apYU36akDhTeccIsqy8MH+C35Ql58ooQ0rWKCIMP40vr+TchxTqfpWU5ZeyrN2vq6t48WON10Kmk7kyvTELG7VUfcL9MKzsOSlrxP00ZVJIriRUdq4qhmlsi8ixwLMxf/EuwNmq+uGC+C8E3oD5iy8B3pQ7ZYmInK6qx/ddaYtcIp8ibn1vioQNCpcB+4jIIiuv/A3wMbvGXUdV1wLnYySYH1qN/Bc2vDZyddayT+DYC1OHzGP1SVliuS9yDsL6hnn7+7FOwU4QVrV8h1jjEdYzzDdGfGX3yCfzBV76Lr3RcDGpxsVfhGGD8KskvF8x6zq3ocp5Dor+e4fYF0b4BVFmkaeupR+oQndzAxnl4xXAE1V1lYjsD/xGRH6mqlut2iMiDwLOwPiGr8F48b0G+GhmWUeJyL0wfuT/3S9P5RL5m1X152GgiDy0n8KrQFXXi8irgQ+JyG2YRS6+JyKnYW7kqcAHgQ+IyNuB+wAvb6LsOsQTe2mKPoObQBnR5ubhp8v9MoiRVOo3Rjip49z7VEeOKWqMUte/mWIyG8EQuWsENnrHKSIN65M6Louf+iJLle1fRyc4juUdIvasNflMK9AZLpG/WFVXAajq/4nIHcC+QGz5tZcD31bV1QAi8ingzeQT+fsxfHUEcKaIbAbOBS5Q1cpXnUXkMRK34X2NRqoKOwDpu0HYm739DcBrB1F27mdwigRSL0bq4c952WPWfg5px17WFOHm1MvXWEOrO2XFhXHKyLwIOZ/7qf+Jgl+X52amW+Exaz/V6dnFfLYKW5ebg9CASDW0/n3ObZTc1iH9P4XxcxDGq03uQ7bIVfVaty8iz8UsjnxRIvrDgG96x9cBDxSRxZaHysr6gN39OvB16wX4aWChiJwLfEZVr8ite+3Fl+cbYi9nCrkE54f7ZJOjr5cdh8RUplmGpB/ul31+p6SKWBzfTc+F+0SUIvEYaZVJTyGJxxoMf7+soY1dd6yz1s8PppP3KD3iLkMuqce+GvyXNyZ9FDXK7rr8LecdSFnmqf+qXwu9gka+QkR84jvb9oVVgpVkzwW2A55XME5mN8CfK+VOzN++AvhTRjlnAycDLwJeDOwBnAd8FrgdI70co6qvzKl3S+TECakOWacsH/ebY9WHx0UkXoX4XDw/jfvzwxn53G+ZlQZxXTVmnYf1D+9RaIFXlVNix7EyfQIsazD9a081ekKvU9OXUBaQRi5Jxp6D0PL36xmScfjs+f99x/uNySpFX3k5hN2ExKIKFZxWVqvqof2Xqb8EHiAiDwEuEJFnxjRyFz0SlusI5wj8f4FTgG96rtWIyNuAq3PrXZnIReTBmB7d3wG3zOeFJRyKrKbYuboPetEnflG4C4tZRqkXMmbdxfyeYy+6X/8Y2cWsxbBMJzt0grRhnVN5EDkXosga98/nyAlhA+W8WHzvFL8R9NN3iL/xsfrG/qdYQ+TfQ/8++nV3CD2FXFhMVin7SorlnxNeF015rYjIBaQHB/5EVZ/kB6jq1XZh5NdhSDfEKnprbWL3FbitoA5PsuNvwCyX+XhVTcX/e8y8K1loF5YoQZkVXoTYwx8jhjDPMsL204f7Zencvk8Ksc3VN2ZVp67JTxOWPRLE9cnFT1u2XxWh9V90b1Npw20M42Lo3AwdHKFDjyCniEsXRWUWle03tL5XjL/FyopZ1TnaON65svo3TeJNzmKrqk8tOi8iOwOHqepXvOB1mNXtY/g5cF/v+AHAr0v08feLiOsyeQtwoMhWBrwCd2As9C8V1dlHVYt8qaoeLiInqOrFIvLIiunnBGIve9mLH7MmUySVKidmLabSuP0iSzVMFyOF0KMh1LdDKxa2frFT0kmRVg5p7Tkspw7KGrPUuVgDF17TQsxgoYXE69/FdHBuBibpkXkOacaI3LfA3RcA9DxoYlp3rJywrqm6pL56Ul9lg4IqdIY3dnx74CQRucB6yO2C8Sk/DUBEVgBfA56lqmuATwDftQ3AHcBRmClEinAQ+ZMN3i0ir1TVL+dEbheWyECO9RZD7kuSY4mXpS1K587FiNxP50ghtKDLCMFvuHzSiRF5h54kMBKkzZFIwuOYHJBC7Gshlm9I5r58soCtLXF3j5yDhRsANBVsOZZyrA7+r0/irpyQwH25ykfqOMca949zLXh3HbUJf7jTka8EvgV8T0SmMFLJp4CP2fOLMTMSLgHWqOqvRORNGK+WLnCpFzeFS+wKa4Ww80odAnwIGAiRb3MLS+SSeBlJFOWX+gKIvURFZF92Ltz8fGM6d/jJHsvTJ3NfevBHQ7p8O16asA4xhPcgdX1lslIMqXsZm18lJmmAsbrdfPaOyN3xJrvlknj4NZb6rzZ7v2FjkbLGU89mGSGH8Yq+xIpQ1xAChuZ+qKqTwEl2i53/E6Zv0A/7AvCFCsWcklmX9cCPRGRjaWSLbX5hiUEj17rOsayLLPfUi+9jNPgNX1Bfty6SPGJ1CuvgiE9Id/TFyCZm5afKC8Oa0NJDWSXszARDor6s4d9D31L2CTZUCFL/d1Ej5c67cn0STzW6VazuVNmxvIdhKOs8WyDIrnNcCjsdygWYKcOzULWz85mq+k3STvLzGjmf/ymrsUwWScWJpQmtNz88NtteaH361jbBfizv3DqGdfPJObQWY54wZWWkwnMkmfCeFH21hJq0i9uhR+LOGo9Z2kW6daqhjZFo7GvHzz/sSM21sGNlwNZpw6+yOuiXh+fTnFki8gHgPFX9aUnUfYBfqeqrc/OuKq28XUQeA3xeVX9RMe2cRGgV5mh+KYs5J01RWGg1hmXFiDwlIYRWbJl1HKLoBY81EiG5xeScMnkq11r148YIPEamRXKGL5u4+scsbT9NSOSp+sbCw7BYfXM6N13anP8orH+sXlUIvQlDep6tvQxGWvmyHY5/KfBHzGytiuls3Qczh9TOGPfDbFQl8pcANwIvtlPBXqyq51XMY84jfDlC0uiHyIvihR1fsTKKpBU/XqiFF6UpIoKwAQh18PBc7BM9rA9B+pBoit7tIms+RdTheQe/vs4S94m8zGoukyLC9BTEDTuOw3tZ1xLPscirojHuVegMc1q+AcNOjPUUEfk74HnAKzEjRAXjl34tZnTnF1W10m2s47WyGTMX0MMwfpTbHJFDuSwSEnqOJJNK48Ji7nA52meqXN+yj1lfRXmmiByme76U1cldQ/gg1iWRMI+iLRXX1XPK28+RS1L/S9G+K69oQE/s6yLn3uR+LYXlhOlnSlpR5pe04mCN30Z5syqRfx4zx/cFwFGqel2TlZmriJFxTPpIffqGskhofRGE+2QRs8pSZAFxaz5Gzilrr4jIfddCv97hdYThMWJNWbKp8JglH+Zf9MUSWtIhice+KFIEl2MpF5Fk7P65e1uEVF3qlOuXXYbYl1MjVvk86+wcJKoS+e+AV/Y7d+5sRpnEUOXTPUYo4UvqCDo1utLF8+f08Ek8V4dNDSrxEXpcxPKNvaShDBJ+SYSNWYxMQks2NW9IWG6IWJn+uRyr1r9mn8DDOufKJn6clLVeFNef+yaHXMvqlYqTS9wpNEbgFgrDno98ziKLyEVE7JwqbwF2FJEd7alXqepbB1W5mUSMCIri+cdl1p8f15/jxC0t5gaduDg+icN0Ap+i59ccs7L8xsLP2xG5T+guz8ng2srIK0WW4VdEKL3ESN+XK/DCYigjt9T/UERw/mjToo7EsobF/Uex8LJ9P8y/TyORsKIvspyvgSKkvr6KGvJG0Vrk2ci1yH8GPBwzvPQGetyxNzAviDwkozDMoezT3T+OuQL6acKBJ0voDQF3w7+F6UPBwXRQuMEmLn/XeeEGpPiWuCtnnB6Ru7zx0roh5S6tI/TQQu1GwmME7mv6vuQSEpF/baEnSBGJ14FPhKnzfl1yyS48LpNWwrRFlnGR7FRk3ffDgWGD4YfH6joIvlUd+sISQ4eILAD+DuOtshyzSM6Pga+oavYEBbkLSzzc7r5OVb/lVeJp2TWeI2ji8zJlkfpEHxJsOBHTQi/eQszSYWBemCnMatguzzHSftku7bjd3B/uD2pxCNPGpnuNSR7upXfX6s+i6A8MWoBpaEbZetKsXOmgTPrKiRtal6myY7JSqswYoRdJPzkkXvQlkfJaKWs8YnnFzqVksKFZ4y7/+W+RfwojWZ+Dmd98B+DJmEUmXpybSVWNfLHbsdPZHg58u2Iesw4pizmF1MNbZHn7IwUdWS+iZ42P0iM7P91CzAz3S8ZM+OYubOz04o7RG7YN04eMO1Idx1j74zbOpN2cVe8PbunQW4hV6D0grjwXZ4SeC55DqPH7BO7g1zX2FRSizDoNpQfYmqR9xAgvZqXXIcQyqST1JVDl+XP1yul4LbLyy8qLWfexRsu/pqat8xlYs3MmcC9VfUkQdpWIXFolk6pEfj+3o6rXRqZg3KZQRkShZe7PQeII3YVBj0yhR3jTyhgx2+ZOryEItXSfkGG69r5w1KTtYsjaEbqL73d2uvKdtOM6SJ0l7+veoUXuNvd0+JNJxUgnRdahpRz+xgg8RzLxj2OkX2RlpyzkHBKtYr3mNEIpizwn75xyy0g8FT+nnFzMR/fDAD8Rkc9iRsuvxXgFPgEoG/05Dbmdna8HjsN0dB6FeUc7mFXrtzkUff6GL7pvrcQ6HB0xwtbW9CYMCY8ATPX+LEfSQq8hWDICYknedVh26M1ZvRnY1DFW9ITd1mIkmpQW7Dc2TpZxjYAjdl+TD5t1d86/FyHxFJG4r62n+hpc3rGwmLUYxskl4ypxUnWpg5Rkk0PiTZRZpWEYhF4+36UVVT3RqhuPBvbCLBn371VHzudq5B8EPigif6+q/121srkQkYcCJwJXAI8ATlfVy2zjcSxmOCuYTtZTVPWcIP2ZeF8NwLF26abayH0ZQg08hE9y/lzA7jkNZ9JzJOSsX+jNxOdb3E4+GRszW6cDG6cMobsGwpWxGUPkk5gZ851FHhKr2xxZu/m3Han6Uomy9YvsLPoy0ok1gGEfA0F4DEXWdo6mXmah5p7LlYeqlFVk7Va1xIvi9dPYFOXdDw9vI9KKW/T5Wj9MRP5JVT+bm0fV2Q+nkbiIHKmqX6uSRwnejVk09WsiciRmboInYjoDjlTVm225XyM+Mmqlqr6qqcqUvZgh6aQ2mE7SzlL2w30id3k7IseeDxcyWIBnlY+aDXqT8WuQR5cekbtpVmNyhCNxR+BOY3cWeIfpUou/wrzT1/3h7EUWnt8p6scpkkn6RRkBVrHEq2jPVb4owvAi+ahfOaXJNP2kC6FsE14rD4gFA8dgFmLOQtXZDx8PvA+zUrRg9JwmifxWenP+7gJcCaCql3l1OBj4vapORNJvbxct7WCMzjNjLjx2npijwVxEmTWS8/kfasSp+VAcHPn5M+qlCM9ZwJuY3vk4rR4jPSIfHYWFUz33QZeX68h01+sWCw6tcd9TxhH5mBdXmD4vtt8YdZlu5acaCr8s12j4XyO+Bp8ji4T5h/nA1ve3jkUeO47VL/XMFOVfRRrJaehyriuUAuvKIwNpdLcNP/KfYozSUJncp0omVTs7n49xjTka+DfgjRXTl+HtwJdE5ADgUZiFT0P8M/CuRPovANeqakdETsMMYNoqrqqeDZwNsECksDsl1dEWklEZoYdhYEjQ7+iE+Avmyyu+tey06/ExGB830sqIjbhxCsY7vQbClRXOD77QO/Y7Nl3+S7xynG7v19fX7X2L3L8W/3rc9TsCXxTcD98Ay5UNqkgafp5NyRJ+WTmkXqXMOqhC8GFDVFUeyfma6AfbAJH/BjheVW/3A+3Cz9moPERfVe8QkVFV3SQiO1VMvxVE5BjgSEz/237Aa60ufiDwvyKyux1ViojsBoyranTCdVW9yjv8PmZh6BTpRxGzsGLkDVuTc4rQ/V/fS8X5Uzsr1y8Lela3G9Xpe7mMY3xBtx+DpUsNkS8cg1H7/bHdEmA9aNe8DI64XGerq4svfYzQcxd0Pu2+j7uPUApxvd+OoH1CDxs9v9PXDVIKv6BjhJtC7tdUSq/PQZH1X1SPpkg8dT+KLPpBY9Akvo1o5E/EqAfToKpHVMmkKpE/VkSuBMZF5BPA/hXTbwVVPQs4C0BEbgP+ak/9ld44GIdXEyxwKiJ7AX9R1c0icrqqHm9P7Q/8IbceOfJKagvd7kLyduQWDu4BM0rTIdTIw87GcYxP+TiwdByWLDEkvnAMFlk/8469iJEREw6wYMT4n2/uwNQUTKyf7kvul+tfr6u3uy9OI3e//v1yZOzI3Mkw3Uh+foPkGghfYiqaojVGnGX/nYsTy7MJ0vEb91i5VfJJWcRh/kWE3iSqNhpN12O+ux82NW9VVSL/B8x/9VPgFcDpTVTCw9HA+0TkWuABwEs9a3wRcKiqnhykORd4M/AjYIWInIrxqrsv8IYqhdclc4Jff3NW9UJ6xOW8T9xD70snPnzi3w6z0vWyMdh+Gey4Iyy2ZD4yYlwLN00Z63vBKIyPGCvd7wTdOAUbJ40EMzlpto1svWyZf70+kfvh/qjPEabn4w8U8r1rfBL353txZbsBSrFOUry4ZfqzixPTxOtY4zEUSSl18oHi56/oCyV1XCQ5FckrRXnWkVnqYh4uLLEFInJK4tRG4M/Ahap6a25+Vb1W/E+AD9lOw99VyaMk/6+R6DxV1Y3A0yPhj/b2X9pEPVKdTmUvWqyjyJ+xMGa5uRczHGLvW8HOa2TZGCxfDsuWmV+niXespT01Zci502FL56ffCQpGallgyX3BKCzq9L4K/Mm3HFwj48sffiPlTyXgLHufyEO3yxEvT6XXcVq2gLBD0f1PWdpFxJ2y9nPKLCLz1DNUFBazyMPnquyLoi7v9UvQVbX1LMyzhSUCHICRlC8H/oTxIX848C3gGcDHROS5qnphTma5A4LWYBzVpwVjvFbOzqr2LEaZJZ4i6Vg83xp0aWL6t5MSfAJzMocbGu+I0hG5s8TdNjpqSHv9ekPgExOwYdKO/Bw1cot4RN7tTrdwFoxsPbzf1cHV278W8a5lITA6Mr0x6UxtTeQjbD0J1gjTO027GJknZY2X/Tfut4jIy+JUsazLdPEyAkvJQ2EeIYHH9lNl9vulEMu3Clk3YUirzmtpZQT4R999W0SeBbxAVR8pIi8BTgWaI3Lgn1X1i2GgiLwgM/2cQYrUUy99iuR9C9zp477F6xbw7Xi/jlSdf7iTIcYwEsri8Z53irO2oUfQnU5PBx/tGqLeNGV+wZJtp9cBWhX+PDALR83m6tHt9voF3PX60pK75s1ePg7hqjuujBRSpFZkyVex7lNxiiSdlL5dJT+HIms7PDdI5aGuld5kneartILx/nt+EPY/wOfs/ueBD+dmljuycwuJ2+Gku2Aklf/KLWiuI/ap7sgqJB9H4M47Y6G3OSnBn+vEEblL63uMOGt88RJYNG4s7ZDAQ0vbnZua6u1vsZo70+OOjMCC7vRGxO07XX+aR86IsfIXeY2JyzuET1S+v7lv8YfxizoOIf4/lJF4rF79km5MVvG/XmINf5muXiSZEDlXh+PK0uRY2MMi8fmskWMcMV4NfMQLexU9B40VmL6+LFQdEHQ88DTgZsy0i8diXPzmPMos8ZgV7p8Lt9CFL+Yv7W8uLzdS03mobI+RUXZYBtsvNW6Fzip3GLednpstYfvnnLXsts22IJ+Ew2kM/UFHPpEvGDXWvdPdQ8kmHNTk369w3hW/D8CfhKuIyHNIPFdiiDXAJMJiaXPjpNLEykwd+2H98NqgCbhxzp3f7oevAL4qIicAtwB7Yuy559jz9wVOys2sqtfKUlU9XEROUNWLReSRFdPPaZR9nvuW+CKmj4wcpzd60U0dG+bjvFSWADtiPnt2WWG25cuNq+GSJWYbt3PSTk0ZS3101Jx3Grmzvjd1esfdrpFDFniV3tw1A4dcR+lUt2c9jwJjQaepI/8Ra5k7mWZTp/el4c+z4kucfp+B30nq5JaYt0vsvueSeAwpAg/rmAqrYl0X5enHqyMLVSHNnIaibl5F+fVL7MNeWEJEjgWejXlEd8FMFxKVN0TkMIwr9Eov+CN2YeVSqOpVIrI/8EhgD4y79WWqusmevxS4NLfuVYncn+8JjEfcNoHQYo99QhPEcYTlLxgBW7v0uXDXACzB9CKvWA677QorVhir3JG4myALDAGPjRlyHh83x5s8rXz9erNNq6NHxk6CcZKN2IbAxXOW9zQLnp41nhqJGRKZvxqRb+X7c5670af+vY5Z4f5+FRLvF6F05of5SH3dVUG/11OFXIu+DuqU06hGPlyL/BXAE1V1lSXZ34jIz1T18kT8U8OJ+ypiX8yaDvfEWOV/Bf6vTkZViXyziFwILBGRhwNX1Sl0LqPoc9zfd9aom/LV+Y472cVJL77FuggzWnMZsHwMdt8d9t7bEPmyZdP9wp3HyuSk19no/Zvu3MSEOT85afzIoddJOTpq0k1OwqidmKXbNYOKNndN4xASOBhLfEtj0DVW+cJRM6rU7+j0LW5H5u66F3nHrpPTWfQubUqXraJvh4SaaoDL8vGPUxKQ/2wUEWmV8ptEGYm749y6DZrEdfhzrbxYVVeZsvX/ROQODNmmiLw2ROQZmClF/ge4CSOlXCEiL1bVb1bNr6of+b+KyJOABwO/wKwx1yKAsxA30hvNaDl0mjbsSM9hmja+zMgpKzxZZeEY08zphZ0O3W6XTqfnBigjhoA7nelEjZd0NCByMMS9cAo2jcZfHtdhGsLPz3Xs+iNZ/Wt2xO46gV14qJGX3dcYUpp0P4jJKLGtSLrIlVhS6WPhw24EYuUOmsS35DlE90M7nSwAIvJczLQhFxUkebZ1ExwFvoOx0HPX2Xwv8CxVvdgr8zBM5+dgiFxExjDO66tU9SLgIjvN7MmYkZXzAin5pEp6fxk091XoXAtdp6eD23d/whYSHzMdm8uWGSnFDbXXriFqw55mcPvIyNQ0zXph8I/6nZ++1u1I3A0ecnHdryNzd94/5/YXevktGofxKePuOGmvzb2DvkdM6IbpptPdaLfs1Wb9a8wIi0lgZY1CEZGHjVSR1BOzwptoaKqgUbljwPk7VPRaWSEiV3jHZ9vJ8SrBzvF0LuZVfJ6q3pmIehdwGXAG5tX9H2An8icS3BP4YRD2IxteGbkW+ecxRtRyO7fJq4E7gKPqFDqb0G+D71uR7gX2XQmV6SsAbcbcSDCEtojeiz6O6XRYakncdW66zslu1+rpY4tgiVk+deHoOnYY38CSyS4bpwzZu05O9xK4IfswneynxQnIHHoeLpu9OL6+7h8vHDUNxuIOTHane7D4ROhI3A082kiPzP350XM76IoI0v9fRtiaUFNkmtLCc2SVovrHjIRcnX9Y1njqvufUrXFUk1ZWq+qhfRdpFqJ5gIg8BLhARJ4Z08hV9Wrgans4ISLvB84TkTe5aUVKcA2G9N/vhb3BhldGLpH/RVWPAxCRHwMn2F7VeYuUNV70Mrt0TvMd9cKw4eNe3r7MsojeXCorVvQ6OJcuNUQMGKZcuhR23RX23BPGF8PURpjaxMKpKRauXwdr7oDVq1m4ap1Zn9OTRJz74Gara69fD5tHe0P23QpDwBZXRfVepE631xCElrwrR0ZgYXfrDt2QqJzbpb/IRdEcKzH45Bw7V5YulSb8f1OETpBPESnH6ppj2VbpJ6hj5VdtPKqQdr8Erw0O0ReRC4DHJE7/RFWfNL1svdpOJfs64EUZRdyM8VPYBViVEf81wDftMpp/wqx6tg4zPL8ycol8jbd/gSNxEXm8qn6vTsGzGVUklhzLzJ+r2xFYOAOgm/t7+2WGxHfd1RD5gqXjRkYZGTEkvnw57Lcf3O++sHhHtnSragcm7oYbb4Q//pGlozewaequLYN1HFHD9DlZNnXsosxj0wcLuf1OQi/3Cd+34heMsKVD178n4QIUrmMzRuApkgot6S5xQi36r4qs8TLrO/x15fr/sU/i4XOTqlcsXSxObD8Wp0xWKkNd4u4nTTKvhjRyVX1q0XkR2Rk4TFW/4gWvI9EPKCKvw8g3bv2W3TCK6u2x+JH6/EZE7k/P/fAvwM+c+2FV5BL5k0XEuRo+XESW2f1HAnOayMPRhf0g9gnvNHP/5XISS5feaM8lGELd3nL18uWweNloT2NxM2Xtupth+sXbAZtg3d2GTccXw5LtYO99zP7ICDt1fsfSO9dt6ewcHbUyyURv1Kd2e/LI2Jg571wS/Y5QmC6lOPiWubPiQyJwRO0PfgqH5YdEHMogLhymE1aZTBKmy2mQi0jczye0wMvIOFbPIgs857hpVJVQBlk/hWG6H24PnCQiF6jqehHZBeNTfhqAiKzATOj3LFVdAxwCPA/4rIgswAyO/KKqJmssIo9LnFqNseUeIyKo6verVj6XyKfoTX5+sRc+f+cmq4iyz2bf4vTX74TenNyLxw1nO2mFZcvMtudexg9xjz1g0a7ARrjrVli5Em6+2Xx/7rob7HEPuMdesMMeW8zvhStvZeGdd5o43S6bJztssH7l/pB9N7nWojFD7mNjPSIf6W49GMgfLTpNjulMJ2pncbvBPj5x+/tlBFskVeSSZo70EJNTXPn+cccLD8k7VtcYqjYCg7aOi0h50A1IFMN1P1yJmXnweyIyhRmT9yngY/b8YszC7kswCsXHgbeJyEsxqujVwJtKyvhkRj0Us8BOJeQS+ZtV9edhoF31ft6hitaYK8O459ERgJtMypGZ0JPAly4FWbqd6dQcHTUay667wKIVwBLYtBp+9Uv4/e/hxhvNbIe7r4D77G+s8Z32NfH3tsv+TW00szZMbaTTMf7kGyZ7c5I7LTycg8X3S1841vNSgV4j4BoCN7rTt7SdFe7P7OgTliPLlKXn38siSzZluVch8hzLPkZsIQmnyovVvwqJ56KOTh4rN6cew/haGBaRW4nkJBLD4lX1T/TWE0ZVf4yZrqRKGffqp45FyCLyGInb8Cubrc7MIvXiFVlUdTrcukwntRHs0PwlsJ1VUVi6nTWDF5iRQNttb2PeAdddx+YL/5frrjNGeacDK1as5oADVrPD2Bg8eomRXva7l9FIVt4Kd97JpvUdJibg7rVmc9PfxibfclKLs8THx71OV4yboT8pl5t5sYPxRJmi55HS8a7Xvy+xh89v8Pz9GOGnpJUcbdsvy///UlZoFckh1ZD7cgzefqohCFGHpIu+WJpEVUkmB8Meoj+XUXVk57xF7GUvsqzd+RSZF3WcjTB9PU438nPJEqORL1w61lv6Z4so7boPN8KqVVx/PVx3HaxZYyzq29eYaA9d+VfD0Iu2h+1XwNI/Q7eLTnVYv95Y4lNT010UU5NquY5MR+ROUtkUOHu7dI7EXSdmbFIwd0/80Z/+fXWW+yg9AieI6/8XMau7SOMOywvJNCS+MoKqI12EZc9GlDUAdSz2qhiyRj6n0RJ5BLmWT0jiXabfUJ9MRr1f527oz3C4bIlRUJYtw3Zwbm8YctSf3qZH6BMTsHZtbwj+RkvQvTTbmfhji2ByAxMTht83TfVkE6eH+x2b0NPLnauhr4tv6vTKcisTuUbBTcvrNjc5mHM8cNfvNp9onQwD8QnFQpIdCcIJfv38U41AuIUTddWRO2IEWGTlz1YiL0KOpNLIdQ1/iP6cRUvkFFvjZfp3GFZkJYYk7m9uIqyFY1htfIE1SX0b0hL0+KKtOh/HxuyMiEuXmkaAccCx7aYthAuGpP1pb2UERuz5Ee/FCaeq7XR6korbtsyySI+43a+TkNw98Ifnuy8R6A3R9wdOhSTnk3aM0P391OYjRuBVZYh+deRwv66+3QSKrr2qZd4k987jFYIaxYwQuYiMAK8E3gU8TlV/ZcMPAz4K3Gaj7gp8WVVPFpEzMb3GDsfaUVhh3sdj5p3aCbiozgQ0PlLkDeUEHmIEQ+Jj3uamcwUje2ycBNavg6kdp5vC2gVZBGwPu+7GLrsaX3NH6LvuapxauM99QPazOd4Gd95hOjvxrOwxo2ePjxsrfd36npXtdG9/yL+br8W5JU5O9mZZ1K7xNQ9XPHJyir80nGvEnLXs7pvSW+bNX7czHK4fI+QwvEwXJxLu9t3Miz7Bl1mfqeMieSZGdDNJ4jHkkPqgSVzn93zkjWKmLPKDgJ+x9QoYfwFeZIe/IiKfAD5tz61U1VcVZSoijwAOV9WnicgoZhrKS1T1rtyKpXTxkch+EUKyd7q4m/HP6eJuWbdOBzasN1KJ6YXcYDxQul1DxJMbYPEmYHvYfXf2fMAOaPcu7rzTEO5uu8IuD74HHHBfzPiCW+HuNTBhvEad5j3mtQ3uK2B0FCZ8OZ7p+/4gId8a73bNdfrWd2hFQ88SD6fzdR4tbp4Vt4apT6Z+Xqkvptz/I4fUU+FVtPIcMm8Sg7Tmq1zDIK6xlVbyMCNE7hF1GH692xeR3YBxVb3JBm0vIm/DvPvrgDMjM409HTORDaraEZHfAI8lmE1MRI4GjoatBwSFuncYXoQYifmkpN4GvY7ATRhrfP16o3tvmphi4eTG3lDMtWvhz7fA3gtg0WbYYRd4wfPZa+3d7DW5wTDuUkPwLDwUo7r/2aSb2gjji1my5O5pk2FtqedIb9Sn6+j0PVdGRjzS7vZ0ckfi0FvlJ+zAdefcyFVH5F16FrvfOVo0QChHLgnvd8wSjpFzKNeEHjNh+pR2ntLVB0JwieO6hF61IRoGvyrxkcUttsZs1shfjVmBw+ELwLWWoE8D3oKRZnzsCvzGO15rw6bBzop2NsACkaQKV6R3l326++lDcnFE5rYpDDm6RSAmJmCnyQ2wbHvDpBProPMXM6hnz42w/T6w21Nht2UYsWKE6Wvu3A1MbLHGWbaMhR2zSuhGO0Nhp9Mbxek0dqfg+OtvOlJ3GvmWxZuD++MI3F8ezt0nJyP5Mx/6fuZT3rFPov699vN0DUVIyuEw/6JP/5z+kJC4Y4g1HCmiz4VvBKTKrJpfbpq6DdGg+Lbl8TwMTZoTkWNE5EIROS8j7iLgUFX9kQtT1as8C/z7wOMiSVdhzFGHZeRNYANUewFjnWx+PiGhOKIpm+UPLHl2u2aOlTE72e36dbDqNvjjDXDb9cCNwK0Ym9ahgxmg9gfYtHKLNW7G/O/MQjsFotO5HaFDb7EI8eQUR9wbvU7NLZY5090KfevckfmC4Nf/+kldv0/c7tfvTxjDNF1OogkJPcwrhVS5ZY107H9N5Vv0JRH7osiVieq8tGVfMf5vGYZlnfud3mXbto6hWeSqehZwVmb05wNf8gNE5HRVPd4e7o9dbdrOlb6Lqt4CnA+8w4YvBO5Pxrp3ObJJ6kVPpQsfLtcCjdLThl0/zhbyGu3p13S1p3uA0cjX3mU6L1euhOU3miH599wPM+BsMebRXwl3/xVW325GU4wvMkTe2QRrbke7k1uI3JdQFo6amRC31NdNmtXxiN+N5qQ3CZY/VN1hAT1nSWdBh/cmReL+/fAtcbe5PgZnZab6wmLyWFjPsKywHqFVmrL2c8kkZhkXPXdFlnTVvBxSJJyywPslyZlOv61gprxWdgJeC+wAHC0iX1TVn3pR/h4zYY2PFSJyKqaD9L6YuXsBnoyRYZ6mqj8VkYtF5L3YSd4LJoafBv8zuo5VFH6Ghy9ax/t1erAjIaE3lSzYFX0m7jbb+CJjlTvLfGrKkPrq26C72Q7hvxsWLTEzIK5ebc5NrDPxpjbZqW6NWe2P3vQXmnDa94IR+8XgkbjbtviPM53M3fX7E2OF98i/P/61u3i+x4gf5jR2X3d3+fmNSWr+89iXUkpy8euXsvjKCD1EzOquQk5lZF4FTZB4rjXeBAGHnect0pipzs47gHfbLXb+iEjYSxNxv4WZ7MYdn95QNZMos/JcmN8wuJGKbrSir+cuxAzOcYR6550wvrLLLuO3GqZ1a70tsV4snc09ll21ypC2m692YsI0AOs3GMF9aqNpGewQfTdbofNYcUvEOenETai1ObDGJyft/CyYbSPTSbzrXV84HD8c6NP10roHULwwd+wI3HfR7DJ93hZ/3/9vfOsdppN+SNAhMYfzxbiwMC6RfYdckg3rHUPuV19OObn7/ZTXJPm2RJ6H2dzZOWuRenFDfdQn83A/tF6dpTw1BXetdQN81rH9iCXzsUV2qtrFhsjX247MqU3QnTD7PpFPTBgydxb8+vVbFmgeHzfR/UWcHWlvtNb3Zs8ad0S+0Ru9GVrksLWl7aBsbb27e+T09BCxzk0/b5/E/XsOPQL3dXln8bt6pgjZJ3L/mEiaXGkj1XnZL0lVte7DMovS5uSbY7H3A1+6a1GMlsgroooWGko1viXoe61swg5xt6vey0hv6PyKibu5hx3Qw/giO78tduTn5p4GAj3re/0GWHu3cT/sbNoieDuf8XABiXXrzVeA2zasN4S+udMj8cnAGg/nT4ndA5jewemsbkfgjqQ3M51oY9q4O5dyMXJ5LmB6I+Dq4cg55m7qfmMWecxyj5VdZpXnWLsxnT4Vt6zsVPxUWNU8hmUptxZ5Hloir4CQlGMIybvMW8FZlps8GcNp5c5SHh2dYpfRW8y4+mXLjGW+JQNryned3GIHD01uMPuOtUdGkLFRFpie1C3W9npL4nesMb8TE9OH3rtRnG5GQ1+P3kyx1whsfa1uOP4Cb59g35G8/7vAO+c6U51Pul+WawRGvLQ++ac8IVz9Uvp42VdY7IsshhxrPqfjvaxxCcvLiZuTRxPxctFq5PloiTyB0KIusz5T5O270fmbIyZn+U1iSHNszFjD0JM3Oh1Yv34d+0xea5h3+c5GHxldYElce5b51Kbe3J+uJ9Nf0mdqig2TsG7CEPfatWYGxbVre37sbn7yaRo5hsh9S9z3XC+C3/i56/XDIS7JuEZioXfsttjAIT9Pv4HwBxxNMX2RC4cYuYdkXoYqnY9hI5CbR11dvAqasPCbQkvkeWiJPAMxq6vMAgvJ3A2I8f2qXd7O2nXW+OjodCJ1ssvISJe9Rv5oOjdXrDBSi0OnYwh8coNnhS+wm63d1EY2T3VZN2HIe/VqQ+Z3re3JKZu8UZydDkxObT0JlrvWmEdJ0dQYvpUMhkidde1r4AvYuiEULwx6ncf+RFshfIlkyttSjUAZcYfyh7umumRThcBd+UXHReFNkfqwibUl8jy0RF6A0GIKrfOizq2QxH0id51wTlaZxBDiaBe6a00e4+M9Und69urVsHRph51GbjPk7Ih8mifLRmuVd4w+7pH4pvUd7rwTblttpJQ1a+DuiemauO922OlO79x0XieOWP2JsBx8PTt2P0O3w9h9c3m7ezYW5OHIP9Sx/QWencXtpgCYZDqxu7xC6SclWfjhKe27rGEPpbnY85PTMVpEbnWIL5V3Pw1HE2g7O/PRErmHFFGHVnjsZUu9lCGhh1KE+/Rfb89tBlhriHTLtLYYPp6wcsjCsSmWjq7Zmsi73Wmdm9rtjdTcaDwQWbMGbl9tficmjKXvht1vuQ/dHomvp0eIzuoNiTa8ngVsbSGniGuMnrXt4ozQa/ycnh7eU//eWyVqmkuiu6/ua8efBiAkq/D/9H9T1m14LTHSi5F57FwVOaVpEu83r0FazK1Gno9tnsjdwxJ7yVLkEzsXkn1qc2TtE50/QMj5YY9P2s1zFXReLePjsGhsHQvHrAuiN02h09XDqWZdWtcYrFvf09/BDtG3WW3u9uYVDxeH8C1xX4cO76l/T7qReC6986v3759rHMaYfj83e/uucXGE7X59Sz21FX1RxeSVOlJFqNVXQa6FHCszh/jq5N+kXFMFLZHnYZsncocyqzsML8sn7NDzSc+fAdBBvbAOZsD9RqAzach10Zgh4bvWGtLd3O0NIhod7W4Z2LNxykgla9fayQ+DhSAmJ3vzjzsS96c9dzKOv2iyP1JzQfDr6u5fu38vfLnD5RF6ofhyjD9bogt3ko5rVPyZEl2YT+Td4HzKnTCGfqUJH76mn5umCnGnymxSXqlbj6bQEnkeWiJPIIe0Y2l8OGsz3I8Rnz/1lXsZt/iar5/uDnjHGjPQc3zcyC9L7DJxS5Z4den23At9y9yfX8WPOxJcrE/CDv7Mhk7nD1fzKbJyHcLOTP9rxckqjtA3eVu4oHNI5L41nbLEc4g83KrAb7j9zc/bnQ+/WMJ6xPIuq09ZXv02FE2kzUUrreSjJXKKrfGyDs2i/KDn6ubyDjVlH74V76xhp1PfPQVrVsGSVWaCq8XjsGgcdlhmSHyPPYwji1uzOcQCr8L+dLX+NLVuWlsfvi/3QnoLRPjukyE5hNcXvpDOy2WhF+as7oXBOTcq1N2LjfbXl1RiRB0Sutt3dYzBJ9YqBBLTu8MBSUVlhWFlZeVY87Gwqvs5eQ4aLZHnoSXyCOpY42Ha8OUISRrv2LfAR7CSCqYR8DVjR6ILOzA2AeMTsHS1ndywY+ZC2XFHQ/JudkPfldyN6nQdoM7KdwtKqI2/YMTO/8L0PoQt5Qf3x79WF89dU+h14BoGvzEIB/coPWJ3DZpvjfsWuU/SMRIPz4X1dccxCzn8LXsmiqxxv6wQdaz+qoTbFIkPE63XSj5aIvdQh8Bz4/vkkrLUNntxfW3aIZQkxoElwOo1RjvfZZVZu3PZsp5VPjJiLPdFdnFmM1LUkPWWeVXsG+s6PMfGYLFlP39kpN+ghPX3R3n6nZT+Wp5+g+Bb3V16niebmI5JYIP9dYQeI/EcQg8t7fDri+BcGF72heZ+fWs8ln8V6SbVEORa5nWJuorVP0jMdGMyV9ASeQK+lVbW0VnmoZD7ye7OhXqvf84niIWYNe/WA1MdWLfSdIjuuKMhbye/LB43xO1b6KOjhtw3jfU6Oh3EHssULOhMb1AWwZYFKNRW0Mku2N/RkZ7Vr11Y0O1JTNCz7EOSC/3AN9OTU/yFnWMSSkpWiZFmjAxTXxg5CC3xMLxuvv2iConn1G3Y9Z8pjVxE9geuA56oqj8oiPdG4AX28EvDmHk1hW2eyHPcD2MkHoaF51MvtyOUMG1MjknJAb5V7jTjScy6dqsnYOmE8XpZMgrbLzUW+tKlhuBHvX98bMyEh/JKp2N0eOfl4i/95i/KDEzzdImdB9MgjHamX3vsfqZcB2NfJ7H7VEbiKfJKWbdhWNWvtSIrvB9rPGe/HxLPuRfDwgyVewq9j8QoROQpwCuBg23QNSJynaqeP+C6RbHNE3kMRdZ3zILzkSL3opclRuQuThGRO8LyO0Yn6EkuSzqw9E5YttaQufNBd2s6OxL2ydfv/Ox2e3LMtGsMiHxanbvT43S7plEAGAlIv8vWHZahO6E7F96LFDGXbSHKvrZy4Df4RXFyyDtMU7UeZWFlec4UYccwExa5iDwM8xrdVhL1GOCLqjpp030BeBVmlbKhoyVyi/BlDq3xMgLPLaOImGMSTerl9C1b3wp1w/0doY8Di7uw3Z2w5E47YnKkt6iEI3a3+LIbor9xqjfa00kxMfiWfLhQs3/sw7e2Y8TtW9R+x6az2kPLO2V9V7F+YygjZx/+85PTwFRFKk0V67mupT2T5D4DZb8TOBp4Ykm8hwH/5R1fB7xmUJUqQ0vkHvq1zHL00RiRu/hF3g4x+ITuSC2UXJwevYheR+V4F8YmYdkkLFkLy5YaLR1686BPTU3X01NW+4KRHpm7MDdiNCRwV2c3KtPvwPQH83SJL+MWknZqvwnidKgjp8RksrrItajrkHRO3jNJ4hW9VlaIyBXe8dmqenaV8kTkqcCvVfXPIuHM9VthN+Au7/hOYNcq5TWJlsgDhJZV6tM79oLH0rp9P06MXBwBh2FlDUJYdmihOw+KdfZXMKQ+BtwNbAesnYDFEyYfX6d2njGLbMWcJLO5aybYCq3uTR0T7i884Uay+texkZ4nir9QRXhdPpmnRmrmaOHhPXIo66SOoUoHZtH/npuuqbhl8WYbiTtUqMNqVT20bjkiMgKcADynQrLUOidDx4wQuYj8O8bZYgI4CDhOVVfac0cAD8L01x0OPAHYG7O+51XAnsDtqnpKJN+jMDrVpA36pKp+rmr9+rHM3YMXyjH+C5wiG0eeLg3Bfs5LGjY+oUXjSH0UO9AIWIohbL8ejoCXAEs7oGt7I0e7XTvlbWe69eykEDdgx9XL9z0XegTuBjs5co7BdytMuR42LamkEHsmcr+c6pyvQujh+aIvgrlC4k1q5CJyAfCYxOmfAJ8FvqOqazKzXAXs6B3vSLmuPjDMlEW+TlXfDiAiJwBvA44VkXsBz1LVo+258zCcsBzj3vMNG36diJyvqldG8v5HVb2xSmWKiDuX1P0HLrTiYyQexg/LK3opYw93UZlhHtAbGu/IMTZB1UJ6hDvVNQOQXBw3MMefD7zLdL1b6X0BOD/zcApaN9An5ZXik7a/IEQVS9y/R+F+boOd24ld9VlpgsSL4tYh8dmEpuqnqk8tOi8iZwEPEpEn26Ddgf8QkZtU9VmRJD8H7usdP8CGzQhmhMgdiVuMYCxzgH8A1onIv2DI+2JV/RVb3yBnWMbwzyKyEmNMfiS3hfWtZ3dc9FKmHrAYofbrthbuh41AjvwSEp0vv3SJz50ygiH49XZzZE+Q1s8zNkmW8zwZZ7ru3fHShHmFdSyzwsPrHhRB5UhsMeRYvVUs4zr55ZL4bCH3YXqtqOox/rGI3IhRCn5gj+8PfAR4kqpuBs4E/k1EnO/4C4A3Dam6W2FGNXIR2RF4EvBcG7QPcADwBgxvXC0iz1bV6700R2I+gX4byfIS4HxVvU1Engb8N/D4SLlHY3qms5GyoP1zVbxcygggRkZFlnyZu2SY1p8ywHWKxuL5K+s4i9pdXzipVlgmTL8X0PsSCAc9xazqsLEpip/68phplDXK4X6V/IrC5zqJOwx7iL6IPBw4jZ5F/lUr4+4A3A/zobpZVS8UkQcCP7ZJPzVTPuQAojocvV5EjgGOBCZU9e9EZAfgY8DbVfUGG+f9QFdV32KPvwRcqKrn2OPDbR7HqWrhMyci4xhLf5FtQVPxtMjK8j/BU1tOXIeQfMI0BHFjv2EZsSHhYbpYmaNB+lh8dz4cnp8rY/jT0jrvGSeTuE5Pfx3N2DWHRN4hfW2x36L6VZVWyhrMonOpxqcsXVEZZWH9WvkN4sqqnZFLRfSgzLg/qZH/fELdPr3KUNWzVPUplsRXAB8F3qyqN4iIs8i/B+znJdsHuB62dII+GXg9sLuIPMqGLxeRZXb/fSLijMv9gRuLSDyFspeyKaswRQ4x0irShIte1jKic3k7Mp1kuhXuwlzHpNsmE1uYzybveAOmZfXTxyST8De8J+E1xq6tCKlOy1hjWobYl1PsXFG8VNqi45ywWUTitVH0JRZ7JrZVzJS0cpEt+wvWX/Nu4CuqepGIPFpETsF4xn1TVX8iIg8FzgWuAC625z4KXAacCKwBTgVWAv8pIjcABwIv6reizoL1LVQofnjKpJVcV8Yc6y1GzqF1HUsfC4+9GI7cnEdNbNKvMH4sXUiUsQ7MWH1idc9BPy937IsjvK855RRdS918UnHrEn9Z2TOJdj7yfAxNWpmtiEkrDqHFHJNOUud92cI/F77IYdqYBRp7mFPSSogiMiwqMywnJd+kUCRDVbGqUvcj1tDlEn/qf0uVHUtbZvnGzqUazyLMIxKvLH1sJ6IPyIx7xTYurbQDgii2nt35mDcKQXjsfIfp+cYs59DSC1+u8HyOl0oqr6J0OYQay7OsoSmqb+xaqyKXxJvQEVP3oSqZl6XJidtPWE75swFzoY6zAS2Re/CJODwu2099evt5FR3DdAsxVV4YN5VXlRcgRYS5ZYSNk0sbfrWUNRixjuNY2TmWfG7edZBDxmX/SdNSSpWwsvJnC9qFJfLREnkJUuReZJFXsc5SBB2SeVl+VV7YKhZ9Kq8UKfv3pQqRh0Qb5lkmq6TqX0bgVWSVMoLtpxHPjVe34cgJn21oNfJ8tEQeoIg8UxJKmbyS8zDGrO8U4abqlhs3J33sXIqMw9+ihi9Ml2Md55B4DEUkXtSfUBYWC2/aaq5L/nXDZyvmWn1nCi2RR5AjsdS1yH3E4sYs0xwtvV8iD9PFrjGMkyJT/zhlXefWsQqBp75iYoTeD9HVscybbiSq5ll2brZiLtZ5JtASeQJFZO6HxZBD6jk6eOqFziXzMLxqWWWdsClSLesrKKtzjPjL0qW+YnIs734awaZIvYn088UKd2illXy0RF6AFJmnLPQy4o7lnbJ6Y3WpQuCpsJTXTZgulENypYhYOaHbYW5aP014/XVRtRHMySfnuE74tkziDnO9/sNCS+QlKCJz2JrEY6SeklBixBqWWWaFh3UtQ+x6YmlTFnpRmWWNVRmRF30FxIg8V1/34xZdZx3SGBYB1/nP5zoJtl4r+WiJvAaqWORhWJnW7pcRlpmqS1XUyStH+0/dlzD/8DenL6BK2anzVY7L0C9ZDypuzrm5hPlyHYNGS+QZiJFEEWmlCCknzkw8uEXlxyzZMsIss35T1n5Vck19XVRFEXmW5V+VTJuIvy0QOLQaeRW0RJ6JXDL392Of9VW19Rzk+prXiZO67qJycyzIsnuTk18TKCPKJiznJvPaVkjcYT5e0yDQEnkF5JA5pCWTKp2bZWjCEu03fZkUE4uXssbrlJFzPqdOdcurUvag5JU6dZkraC3yfLREXhFlZB4eF5F4LE6sPCLnc6WOFAb9gjRhVTddx37IsJ/r6Vcy2dascB9tZ2ceWiKvgSL9NEXOZZZ4bmeiHz8WPmz0W3auPFOnnCoNXBP6dE68psKr1GWuorXI89ESeR+oap2Hx7lWearsHFRx0auSpkodctEPcabyq9N/0KTk0WRZdcqc69iWrrUftETeJ3I6A3Os87Kh436cqvWrk6aoMYrlW7UhKso7VUaTqGLx19XT66ZvSdygtcjz0RJ5A0iRUYwQIY/QU+XEUIfgy1ClgQk7AJsg87JOxbrXXFWyGQSJN9HRuq1gW7zmOmiJvCHkknksLCaxkMgvVXYK/ZJ8FUu7qozTjxdJboMxSEu7TtktiVfDtnrdVdESeYMoInMolity5Iswj9w6FaXNbQSKCL0f67hJ18N+G75+pZKyOC2JV0M7RD8fM0LkIvJ6zOLI1wN/A5yqqpeJyL7AhZhFlMGsw/dGm+Zg4LXADcCuwJtUtRPkOwK8F7OY877AJ1X1p4O+Hh9VpIUy6SWVpixOWdqq8csanH7K7+d66uQ1aCu86XK3VRKHViOvgpmyyBcBx6rqBhE5EjgFeKI9d6qqnuNHFhEBPg88QVVXisgZwEuATwb5Pg9Ypqonishy4Kcicn9V3TzIiwnRj8ziwhyKOgIHoY3PdFl+mUUokmVShN4Eide1xlvUQ3sv8zDs9xMAVT1NVTfYw/sA13mnnyEix4vIu0XELaK9H7BYVZ2l/mPgiEjWRwCX2TLWAJPAAxu/gIYx17wUBlGnQec5F+/jbKzzsNHN3LZ1zJhGLiK7A28BHgI8xwbfBrxDVX8tIrthLOqHYKSUu73ka21YiKx4InI0cLQ93Aj8qo9LiaLA+lsBrG66vATastqyZkt5962R5juYOuZgmPdt1mFoRC4ixwBHAhOq+nfWun69iDwO+DbwcFVdB/waQFVvFZFbgYOAPwPbe9ktA1ZFilmVE09VzwbOtvW6QlUP7ff6cjHM8tqy2rJmS3kickXVNKr6lEHUZT5iaNKKqp6lqk9R1b8TkeO9UzdgpBNE5J9E5EC7vxDYE7gR+COwwVrxYDpIz7fxthORXWz4+cCjbPhyYBzbMLRo0aLFfMVMSSt72w7L1RiL+xU2/M/A20XkGox2fpKq3gQgIi8C3iMiNwELgM/YNEdhPGBeBXwZeIiI/CuwN/BPw+7obNGiRYthY0aIXFWPTYR/H/h+4tw1wMsj4R/19rvACRWrc3bF+P1imOW1ZbVlzZbyhn1t2xREVWe6Di1atGjRog/MiPthixYtWrRoDi2Rt2jRosUcx7yaa8UO0f8W8DNgDLg38DKMbn6YF/U9qvpdm+Z4jJviTsBFqvrNSL77AicBv8cM/X8jsBvwbuAqjHfN7ap6ioiM2fMTmMFIt6vq20TkKOCRwB+AQ4APq+pPImV9HdjRC/p7Vb3Neuy8GzhIVR9m437SXqPDgcBDVfVGEbkR4/EDcIuqvjBS1nLgVIxX0P7AW1X11iDO8faaV9s4LwfOA7YLyr2nqk4GaUvrUAQReQJmjMEqQFX1ncH5ceADwC22bqeq6vUV8n8ocCJwBfAI4HQ7VcRRwLH0xiTsDZwSGXF8JnA/L+hYVf2ld34EeCXwLuBxqvorG34Y8FHMuAkwYx2+rKonl+Xp5T3tuQUOB9ZjnruDgOPcADoROQJ4ELDYxnuCvaatnt9IOUdhHAncf/tJYDnzdIqNOQtVnTcb5gvj7d7xN4AXAicn4j8C+LbdHwX+D9ghEu9CjJ87mBf8XcDDgGd5ca4DHooh/L/1wh9sf98GjHvl/jJRp1Rd/w54BnCFF/YP3v4y4Ktl+QR5ngk8z+4/A/hccH53YA0wEtxPv9z9gLOqXEvmf7kE03AussdfAR4fxDkReLPdPxD4YcUyLgCOtPtHAt+1+48C9vbifQ1YWvX6MIPdDsY0Zg/ywg8AHuIdfwLYp8L/FntuT/fOn4AxFADuBZztnXuQfU+iz2+krKOAfYOwN2NGWof3bV/gqEgeghl0t7s9PgN4eSTePwIfs/vLMQ3FgrrP0La0zSuLXI3XyrsBRGQUY2n8DthfRN6GGcW5APOQrweeTm9If0dEfgM8FthilVt/9sOBn9ugHwOfUNWTguJHgHXAC4CbReQQYGfgwzb/9wRxJxKXsZeIvBXz8N+sqp+z6c+zlpx/ved6hy8DPuUdP0ZE3owZIHWBRqx/zJQGrl4/pufS6bAemMI0EncCS4Ffq/EgcjjWXWMEOXVI4VHATaq60avfEcD3gvq/FUBVfykiB4nIMlVdm1nGrYAbg7ALcKXN6zIXwVqSv1fV2P+1vX2uOpj//kz1rExVvdrmMS2Rel8NdgTzuFo327I8LWLP7Q+98/7z9Q/AOhH5Fww5Xqzmy+DnTId7fmP4ZxFZiWlcP6Kqp3nnYlNs7ALsAHxRVa8jPsXGi9h6rqQjMF8XqOoaEXFTbFybqFcLh5luSQaxAU/GWNHvtMcPBLaz+6/BfLIBnIX5BHXpPg+8IsjrHsCd3vF9gD8HcY4EPmj3N2D818F8wv4giCvAl4BHJer+cG//XODF3vFheBa5Fz6CsS4lzAfz8v0WuE8k3UZgR7s/iplwbjSI82LMUOlzMES/1Ds37SsgdS1FdShI+3zg697xK4DPB3F+BxzsHf+5Yhl7Aj/CyDM/Jm6RbrGWI+cOcfcLOA0z7iEW70Y8izw4dzLw/6rkWfTcYmS5i4Hl9vg/MY2fYCaruw44IPX8Rsq6F7CL3X8a8D27vzvwQeBSYIUN2w54oN3fDSOj7IhplK/x8nwC8KNIWd8Bnu0d/wgzUd6Mc8ps3+ZlZ6eqfkfN8N57ichrVPXXaob/g/FTf5zdzxnSvxpYLD2zalocETkcY7H/iw1ai9HowTyIjxGRBTauAKcD56hn9QV1v9w7vNiraxGeCZyv9un381Hz5XENRssM4V//MuAO9aw/a40eDxyhqkdh7sU7vPThV0D0WkrqkELOf5M1JYMPETlGRC4UkfMwX17Hq+qbMDrwt73/OWYtT4OqXuXdr+8DjwvyL4SILAIOVdUfFeUZSboKY7kfIyIX2jirRGQHjPb+MjWTxoF5Hi9Xg40Y6/bRXh3C5ze8xhvU9NEcAxwHHC4iC1R1paq+HtMQfdvGXaeqW6bYwHzxHET+/1T5/2xhMK+IXEQeYDt2HG4A9hOR072w/TEdjjB9SP9C4P4YCwMR2cs+sJswhPowm8afHuAIjPX/emB3EXkUxvrZz8bdB/iDqm62ZP5B4FuqeqGIPNer9772d3sR8YnSr2sRXoKxmF1+jxcRf56K+7h8ROQetpNw2vX71+XhnsAaj1j+ipn2wHVMPdlPIyIjIrJ3WR0ycRmwjyW7LfUTkeUisiysv53a4RdaIquoN1UEsJe9Jndti4Lor8b0I2yBey7s/lbPVZB/GZ6P+Trz848+qyIyJiL3tOHnY77ozsL0bazDaNAfxfQZ3OA9X/7zCOaZvN7mGXt+8e+xiLxPREZtWW/EdIy/wcuvnWJjFmBeDQgSkXtjLN6rAEfMr8M8qEswrfuBmBkW3cN8PKbnfyeMjvtNG/4TzEvxI0u078A8kHtjHuT7ApdgPB7AfFZ+FPgu8E7MC3h/jKZ4uYj8G6bD8o82/r1VdS9LiH/EyCYrgS9gHl7BEOmxqrpORB4L/BPwFMzn8hlq5nM/GHihqm6Zv8a+TCdjNN89gL+o6nvtuXMxksV/2Zfl/cBNGO+XE9XzWrGE9SGMx8KdmI6y41T1ryLybGBPVf2IF/9gTIfpgUV1yIWIPNHes9uATar6ThE5DdO4nCoiizGyyF8xDcV7tZrXypGYOeyvBR6AkYm+Zs8tAr6iqk8P0vjPxacxVud6zPPwhuD+7YTx1Hgj8DmMZvxT7/z5GClhkxcWzVNEngG8WlWfZuNNe24x93oU0zkNcLeqPsPGPRljtG0HrFbV94nx2Nnq+VXVc4J7/HrM/34D5t35IKbDe4reFBtfUtWvi5kA7xjM19d9MPLJp20dDsb0p9yE0erfpEbffy1woKq+yr4L77PXvjfwcW29VrIwr4i8RYsWLbZFzCtppUWLFi22RbRE3qJFixZzHC2Rt2jRosUcR0vkLVq0aDHH0RJ5ixYtWsxxtETeokWLFnMcLZG3aNGixRxHS+QtWli4EZuzJZ8WLXLREnkLAETk4SLyAxH5iYicLCIfFJH/9obzx9K8UETuyMj7uOD4in7JLre+IrJMRCbsSMZUXktE5D8wIw6bwJ4icpqYGThbtBg4WiJvAWyZ4OoHwE9U9WQ7IdIYZma8VJovAHdlZH9ccPwwVd1cs6qu7Nz6vhAzj/rRBdl9CDM8/zYA20Dcz+7vLCK/qli3m4CfYobNt2gxcLQWQ4si7IydfU5ETsE8L5sx83j4c1IjIksx0+5eipkj5Iuq+r8i8jxgRzvfx28x82h8SMzqP++1cV+MmX/7M5jVm75eVl5ZfT3sj5nZ7zoReaMG84rbeh+BWcnH4T7YiaWABwO/LLi++2IWuPglZiGJd9n5Xi4APioi71AzT36LFgNDS+QtQjxcRE4CnopZWeZ7IvJk4JGq+iTYYrFepNMXmOgC/27JbTlmbun/VdUvi8hpqnqyiygib8AQ9yuBX2BIcwS41JJ4TnnJ+nrlPAKzatAqMdO9vgA4O0h/b8wEUWrT7INZls6R74Mxk2pFr8+WOwV8BDPJ2SSAndBsAWZe7r/SosUA0RJ5ixCXq+q7RORS4P0i8hkMmS0RkRNtnD/RW1nHQYDD7FSomyLnt4Kq3iUiF2CW+FqEWSCBzPKS9fXmZXer4xyEWUTjGLYm8kWYRsXhIKavSPNQjCWeur6PYyzyH2IWuvCneN2EWSezRYuBotXIW0Shqpdgpq49EmM1r1LVU1X1VODTGNLy8QpgD1V9F/BvwbnNYnBQpKiPYKZ6PVjt0miZ5RXVFzGLLNypqidZDf3lGIkn7PT8E9M7OQ+mN+f6/sCzMLJJ6voegVl8+BGY6Wf/yaYVzNJ4fymqd4sWTaC1yFsAICKHAn8LjInIE1X1u5jOus/Y36tE5H2YFc53Ak4UkRcCO4jIqzBSw9+JWRhhjQ1/rqp+BbNgwAdsOd/HLG7wKsz8578Wkbsxi3cAoKoXWa+UaeXl1ldEtscsmDDlxb+frdfpYlaN+q0t668icouI3FNVb8FY5JMi8guMZX4dZuGO/45dH8ZS/zcR+SPGSv+YLfIgzDJ/bvX5Fi0GhnY+8hbbPOyXwj9jGpffAoeo6t195DeOkVxOUtUbG6lkixYFaIm8RQvMEniYL9TvqeoBfeZ1T2CD9tbNbNFioGiJvEWLFi3mONrOzhYtWrSY42iJvEWLFi3mOFoib9GiRYs5jpbIW7Ro0WKOoyXyFi1atJjjaIm8RYsWLeY4WiJv0aJFizmO/w9zWhmkefDf8gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================\n",
      "Imager run 5 \n",
      "Imaging . . .\n",
      "time: 13.612575 s\n",
      "J: 0.100919\n",
      "chi2_cphase : 1.27 chi2_logcamp : 0.36 chi2_vis : 0.94 \n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n",
      "==============================\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Second  Round of Imaging\n",
    "# ························\n",
    "print(\"Round 2: Imaging with visibilities and closure quantities...\")\n",
    "\n",
    "# Blur the previous reconstruction to the intrinsic resolution of ~25 uas\n",
    "init = imgr.out_last().blur_circ(res)\n",
    "\n",
    "# Increase the weights on the data terms and reinitialize imaging\n",
    "data_term_intermediate = {'vis':imgr.dat_terms_last()['amp']*10,\n",
    "                          'cphase':imgr.dat_terms_last()['cphase']*10,\n",
    "                          'logcamp':imgr.dat_terms_last()['logcamp']*10}\n",
    "\n",
    "\n",
    "imgr2 = eh.imager.Imager(obs_sc, init, prior_im=gaussprior, flux=zbl,\n",
    "                        data_term=data_term_intermediate, maxit=maxit, \n",
    "                        norm_reg=True, reg_term=reg_term, ttype=ttype,\n",
    "                        stop=stop)\n",
    "\n",
    "# Imaging\n",
    "imgr2.make_image_I(show_updates=False)\n",
    "imgr2 = converge(imgr2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No stations specified in self cal: defaulting to calibrating all stations!\n",
      "Computing the Model Visibilities with nfft Fourier Transform...\n",
      "Producing clean visibilities from image with nfft FT . . . \n",
      "Using Multiprocessing with 16 Processes\n",
      "Scan 67/67 : [------------------------------]100%\n",
      "self_cal time: 5.450080 s\n"
     ]
    }
   ],
   "source": [
    "# Self-calibrate to the previous model starting from scratch\n",
    "obs_sc = eh.selfcal(obs_sc_init, imgr2.out_last(), method='both', ttype=ttype,\n",
    "                    solution_interval=0.0, processes=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Output the results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Building NX table\n",
      "No NX table in saved uvfits\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Save the reconstructed image\n",
    "im_out = imgr2.out_last().copy()\n",
    "obs_sc_final = obs_sc.copy()\n",
    "\n",
    "# Save the final image\n",
    "im_out.save_fits(outpath+'_output.fits')\n",
    "obs_sc_final.save_uvfits(outpath+'.uvfits')\n",
    "\n",
    "# Save a png of the final image\n",
    "im_out.display(cbar_unit=['Tb'], label_type='scale', export_pdf=outpath+'.png')\n",
    "im_out.display(cbar_unit=['Tb'], label_type='scale', scale='log', export_pdf=outpath+'_logscale.png')\n",
    "\n",
    "# Generate a summary of the final image and associated data consistency metrics (might take a while)\n",
    "#eh.imgsum(im_out, obs_sc_final, obs_orig, outpath+'_imgsum.pdf', gainplots=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Check image fit to data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Producing clean visibilities from image with nfft FT . . . \n",
      "Adding gain + phase errors to data and applying a priori calibration . . . \n",
      "Warning!: in add_noise, some SEFDs are <= 0!\n",
      "NOT recomputing sigmas, which may result in double systematic noise\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Producing clean visibilities from image with nfft FT . . . \n",
      "Adding gain + phase errors to data and applying a priori calibration . . . \n",
      "Warning!: in add_noise, some SEFDs are <= 0!\n",
      "NOT recomputing sigmas, which may result in double systematic noise\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/achael/anaconda3/lib/python3.8/site-packages/ehtim/obsdata.py:2872: RuntimeWarning: divide by zero encountered in scalar divide\n",
      "  if np.abs(bi) / bisig < snrcut:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'AA - SM - LM'}, xlabel='UTC (h)', ylabel='Closure Phase $(^\\\\circ)$'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Plot self-calibrated visibility amplitudes and image model\n",
    "eh.plotall_obs_im_compare(obs_sc_final, im_out, 'uvdist', 'amp')\n",
    "\n",
    "# Plot closure phases and image model\n",
    "eh.plot_cphase_obs_im_compare(obs_sc_final, im_out, 'AA', 'SM', 'LM')"
   ]
  }
 ],
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